Gonzalez, Joseph E.
- Efficient Memory Management for Large Language Model Serving with PagedAttention
2023/09/12 by Woosuk Kwon, Kwon, Woosuk, Zhuohan Li +15 · 4 voices · 1456 citations
Computer Science · #Caching and Content Delivery #Software System Performance and Reliability #Topic Modeling #cs.DC #cs.LG
- Serverless Computing: One Step Forward, Two Steps Back
2018/12/10 by Joseph M. Hellerstein, Hellerstein, Joseph M., Jose Faleiro +11 · 5 voices · 8 citations
#cs.DC #cs.DB
- Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
2023/06/09 by Lianmin Zheng, Wei-Lin Chiang, Zheng, Lianmin +24 · 4 voices · 1344 citations
Computer Science · #AI in Service Interactions #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems #Topic Modeling #cs.AI #cs.CL
- Gorilla: Large Language Model Connected with Massive APIs
2023/05/24 by Shishir G. Patil, Tianjun Zhang, Patil, Shishir G. +5 · 4 voices · 199 citations
#cs.CL #cs.AI
- FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU
2023/03/13 by Ying Sheng, Lianmin Zheng, Sheng, Ying +25 · 2 voices · 94 citations
Computer Science · Engineering · Materials Science · #Ferroelectric and Negative Capacitance Devices #Machine Learning in Materials Science #Topic Modeling #cs.AI #cs.LG #cs.PF
- LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
2023/09/21 by Lianmin Zheng, Zheng, Lianmin, Wei-Lin Chiang +24 · 6 voices · 90 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
- MemGPT: Towards LLMs as Operating Systems
2023/10/12 by Charles Packer, Sarah Wooders, Packer, Charles +11 · 11 voices · 177 citations
#cs.AI
- Why Do Multi-Agent LLM Systems Fail?
2025/03/17 by Cemri, Mert, Pan, Melissa Z., Yang, Shuyi +10 · 9 voices · 124 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- SGLang: Efficient Execution of Structured Language Model Programs
2023/12/12 by Lianmin Zheng, Zheng, Lianmin, Liangsheng Yin +21 · 1 voice · 254 citations
Computer Science · #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling #cs.AI #cs.PL
- Cloud Programming Simplified: A Berkeley View on Serverless Computing
2019/02/09 by Eric Jonas, Jonas, Eric, Johann Schleier-Smith +25 · 4 voices · 15 citations
Computer Science · #FOS: Computer and information sciences #Operating Systems (cs.OS) #cs.OS
- Measuring Agents in Production
2025/12/02 by Melissa Z. Pan, Pan, Melissa Z., Negar Arabzadeh +47 · 11 voices · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #cs.AI #cs.CY #cs.LG #cs.SE
- Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
2025/08/31 by Shu Liu, Liu, Shu, Soujanya Ponnapalli +28 · 11 voices · 8 citations
Computer Science · #Big Data and Digital Economy #Semantic Web and Ontologies #Graph Theory and Algorithms
- S-LoRA: Serving Thousands of Concurrent LoRA Adapters
2023/11/06 by Ying Sheng, Sheng, Ying, Shiyi Cao +21 · 2 voices · 21 citations
Computer Science · #Parallel Computing and Optimization Techniques #Topic Modeling #Advanced Neural Network Applications
- Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
2024/03/07 by Chiang, Wei-Lin, Zheng, Lianmin, Sheng, Ying +8 · 241 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- RAFT: Adapting Language Model to Domain Specific RAG
2024/03/15 by Tianjun Zhang, Zhang, Tianjun, Shishir G. Patil +11 · 1 voice · 36 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
- Tune: A Research Platform for Distributed Model Selection and Training
2018/07/13 by Richard Liaw, Liaw, Richard, Eric Liang +9 · 44 citations
Computer Science · #Data Stream Mining Techniques #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Parallel #and Cluster Computing (cs.DC)
- From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline
2024/06/17 by Tianle Li, Li, Tianle, Wei-Lin Chiang +13 · 100 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Sleep-time Compute: Beyond Inference Scaling at Test-time
2025/04/17 by Kevin Lin, Lin, Kevin, Charlie Snell +11 · 3 voices · 5 citations
#cs.AI #cs.CL
- RouteLLM: Learning to Route LLMs with Preference Data
2024/06/26 by Isaac Ong, Ong, Isaac, Amjad Almahairi +13 · 94 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
- Ansor: Generating High-Performance Tensor Programs for Deep Learning
2020/06/11 by Lianmin Zheng, Zheng, Lianmin, Chengfan Jia +21 · 41 citations
Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Advanced Neural Network Applications #Tensor decomposition and applications
- Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning
2018/02/28 by Vladimir Feinberg, Feinberg, Vladimir, Alvin Wan +9 · 44 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Traffic control and management #Autonomous Vehicle Technology and Safety
- The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
2025/02/12 by Alejandro Cuadron, Dacheng Li, Cuadron, Alejandro +30 · 2 voices · 39 citations
Computer Science · Social Sciences · #Experimental Behavioral Economics Studies #cs.AI
- SkipNet: Learning Dynamic Routing in Convolutional Networks
2017/11/26 by Wang, Xin, Yu, Fisher, Dou, Zi-Yi +2 · 21 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Clipper: A Low-Latency Online Prediction Serving System
2016/12/09 by Daniel Crankshaw, Xin Wang, Crankshaw, Daniel +9 · 20 citations
Computer Science · #Data Stream Mining Techniques #Caching and Content Delivery #Cloud Computing and Resource Management
- Towards Scalable Dataframe Systems
2020/01/03 by Devin Petersohn, Stephen Macke, Petersohn, Devin +17 · 1 voice · 4 citations
#cs.DB
- LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
2025/02/11 by Dacheng Li, Shiyi Cao, Li, Dacheng +21 · 2 voices · 38 citations
Social Sciences · Economics, Econometrics and Finance · #cs.AI
- GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications
2024/04/10 by Shishir G. Patil, Tianjun Zhang, Patil, Shishir G. +20 · 2 voices · 3 citations
Computer Science · #Distributed and Parallel Computing Systems
- The Sky Above The Clouds
2022/05/14 by Sarah Chasins, Chasins, Sarah, Alvin Cheung +32 · 2 voices
Business, Management and Accounting · Engineering · Computer Science · #Digital Platforms and Economics #Green IT and Sustainability #Cloud Computing and Resource Management
- Frustratingly Simple Few-Shot Object Detection
2020/03/16 by Xin Wang, Thomas E. Huang, Wang, Xin +7 · 13 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Rethinking Benchmark and Contamination for Language Models with Rephrased Samples
2023/11/08 by Shuo Yang, Yang, Shuo, Wei-Lin Chiang +7 · 22 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Adversarial Robustness in Machine Learning
- The Missing Piece in Complex Analytics: Low Latency, Scalable Model\n Management and Serving with Velox
2014/09/12 by Daniel Crankshaw, Peter Bailis, Crankshaw, Daniel +13 · 1 voice · 3 citations
Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Advanced Database Systems and Queries #Data Quality and Management #Scientific Computing and Data Management #cs.DB
- Skyplane: Optimizing Transfer Cost and Throughput Using Cloud-Aware Overlays
2022/10/13 by Paras Jain, Sam Kumar, Jain, Paras +9 · 1 voice · 4 citations
Computer Science · #Cloud Computing and Resource Management #Peer-to-Peer Network Technologies #Caching and Content Delivery
- Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation
2023/05/25 by Dunlap, Lisa, Umino, Alyssa, Zhang, Han +3 · 18 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Representing Long-Range Context for Graph Neural Networks with Global Attention
2022/01/21 by Wu, Zhanghao, Jain, Paras, Wright, Matthew A. +3 · 14 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
2024/06/06 by Ling Yang, Zhaochen Yu, Yang, Ling +13 · 20 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
- Self-correcting LLM-controlled Diffusion Models
2023/11/27 by Tsung-Han Wu, Long Lian, Wu, Tsung-Han +7 · 16 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis
- Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization
2019/10/07 by Paras Jain, Ajay N. Jain, Jain, Paras +13 · 12 citations
Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
- How to Evaluate Reward Models for RLHF
2024/10/18 by Evan Frick, Tianle Li, Frick, Evan +15 · 23 citations
Decision Sciences · #Risk and Safety Analysis
- RLlib: Abstractions for Distributed Reinforcement Learning
2017/12/26 by Eric Liang, Liang, Eric, Richard Liaw +15 · 1 voice · 3 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Distributed #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modular Robots and Swarm Intelligence #Parallel #Reinforcement Learning in Robotics #and Cluster Computing (cs.DC) #cs.AI #cs.DC #cs.LG
- Neurotoxin: Durable Backdoors in Federated Learning
2022/06/12 by Zhengming Zhang, Ashwinee Panda, Zhang, Zhengming +13 · 11 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Accelerating Quadratic Optimization with Reinforcement Learning
2021/07/22 by Jeffrey Ichnowski, Ichnowski, Jeffrey, Paras Jain +15 · 9 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning
2022/01/28 by Lianmin Zheng, Zhuohan Li, Zheng, Lianmin +20 · 9 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #Programming Languages (cs.PL) #and Cluster Computing (cs.DC)
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving
2023/02/22 by Zhuohan Li, Lianmin Zheng, Li, Zhuohan +19 · 11 citations
Computer Science · #Age of Information Optimization #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #and Cluster Computing (cs.DC)
- S*: Test Time Scaling for Code Generation
2025/02/20 by Li, Dacheng, Cao, Shiyi, Cao, Chengkun +6 · 26 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs
2024/11/18 by Shiyi Cao, Cao, Shiyi, Shu Liu +15 · 18 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cloud Computing and Resource Management #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
2020/04/12 by Alvin Wan, Xiaoliang Dai, Wan, Alvin +21 · 7 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
2020/09/01 by Sicheng Zhao, Xiangyu Yue, Zhao, Sicheng +19 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Video Surveillance and Tracking Methods #electronic engineering #information engineering
- RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem
2020/11/25 by Liang, Eric, Wu, Zhanghao, Luo, Michael +3 · 6 citations
#C.4 #Distributed #FOS: Computer and information sciences #I.2.11 #I.2.6 #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- See, Say, and Segment: Teaching LMMs to Overcome False Premises
2023/12/13 by Wu, Tsung-Han, Biamby, Giscard, Chan, David +5 · 10 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- WorldModelBench: Judging Video Generation Models As World Models
2025/02/28 by Li, Dacheng, Fang, Yunhao, Chen, Yukang +10 · 19 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- GraphLab: A New Framework For Parallel Machine Learning
2014/08/09 by Yucheng Low, Low, Yucheng, Joseph E. Gonzalez +9 · 6 citations
Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Distributed #Error Correcting Code Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- DISTFLASHATTN: Distributed Memory-efficient Attention for Long-context LLMs Training
2023/10/05 by Li, Dacheng, Shao, Rulin, Xie, Anze +5 · 9 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- TEMPERA: Test-Time Prompting via Reinforcement Learning
2022/11/21 by Tianjun Zhang, Zhang, Tianjun, Xuezhi Wang +7 · 7 citations
Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- Text2SQL is Not Enough: Unifying AI and Databases with TAG
2024/08/27 by Biswal, Asim, Patel, Liana, Jha, Siddarth +5 · 12 citations
#Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences
- ActNN: Reducing Training Memory Footprint via 2-Bit Activation Compressed Training
2021/04/29 by Jianfei Chen, Lianmin Zheng, Chen, Jianfei +11 · 5 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark
2024/07/18 by Wu, Tsung-Han, Biamby, Giscard, Quenum, Jerome +4 · 10 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- The Wisdom of Hindsight Makes Language Models Better Instruction Followers
2023/02/10 by Tianjun Zhang, Fangchen Liu, Zhang, Tianjun +7 · 6 citations
Computer Science · #Topic Modeling #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification
- Describing Differences in Image Sets with Natural Language
2023/12/05 by Lisa Dunlap, Dunlap, Lisa, Yuhui Zhang +13 · 8 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- NBDT: Neural-Backed Decision Trees
2020/04/01 by Alvin Wan, Wan, Alvin, Lisa Dunlap +15 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural and Evolutionary Computing (cs.NE)
- Fairness in Serving Large Language Models
2023/12/31 by Ying Sheng, Sheng, Ying, Shiyi Cao +13 · 7 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Performance (cs.PF)
- SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction
2024/10/11 by Ling Yang, Zhaochen Yu, Yang, Ling +11 · 11 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Post-Training Sparse Attention with Double Sparsity
2024/08/11 by Shuo Yang, Ying Sheng, Yang, Shuo +7 · 10 citations
Neuroscience · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Multitask Vision-Language Prompt Tuning
2022/11/21 by Shen, Sheng, Yang, Shijia, Zhang, Tianjun +4 · 5 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Autellix: An Efficient Serving Engine for LLM Agents as General Programs
2025/02/19 by Michael Luo, Luo, Michael, Shi, Xiaoxiang +17 · 11 citations
Computer Science · Engineering · #Mobile Agent-Based Network Management #Modular Robots and Swarm Intelligence #Advanced Manufacturing and Logistics Optimization
- ALOHa: A New Measure for Hallucination in Captioning Models
2024/04/03 by Petryk, Suzanne, Chan, David M., Kachinthaya, Anish +4 · 7 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Decomposing Complex Queries for Tip-of-the-tongue Retrieval
2023/05/24 by Kevin Lin, Lin, Kevin, Kyle Lo +5 · 2 voices · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Information Retrieval (cs.IR) #Multimodal Machine Learning Applications #cs.CL #cs.IR
- BEV-Seg: Bird's Eye View Semantic Segmentation Using Geometry and Semantic Point Cloud
2020/06/19 by Ng, Mong H., Radia, Kaahan, Chen, Jianfei +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Using Language to Extend to Unseen Domains
2022/10/18 by Lisa Dunlap, Dunlap, Lisa, Clara Mohri +12 · 4 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning
- CLAIR: Evaluating Image Captions with Large Language Models
2023/10/19 by David M. Chan, Suzanne Petryk, Chan, David +7 · 5 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Contingencies from Observations: Tractable Contingency Planning with\n Learned Behavior Models
2021/04/21 by Nicholas Rhinehart, Rhinehart, Nicholas, Jeff He +11 · 3 citations
Computer Science · Engineering · #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #Evacuation and Crowd Dynamics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation
2021/12/17 by Wu, Bichen, Cheng, Ruizhe, Zhang, Peizhao +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Spectral Decomposition Representation for Reinforcement Learning
2022/08/19 by Tongzheng Ren, Tianjun Zhang, Ren, Tongzheng +9 · 4 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Reinforcement Learning in Robotics
- Making Linear MDPs Practical via Contrastive Representation Learning
2022/07/14 by Tianjun Zhang, Tongzheng Ren, Zhang, Tianjun +9 · 4 citations
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- IDK Cascades: Fast Deep Learning by Learning not to Overthink
2017/06/03 by Wang, Xin, Luo, Yujia, Crankshaw, Daniel +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling
2025/04/17 by Wu, Tsung-Han, Lee, Heekyung, Ge, Jiaxin +3 · 10 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging
2022/07/15 by Patil, Shishir G., Jain, Paras, Dutta, Prabal +2 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #and Cluster Computing (cs.DC)
- LLM-Assisted Code Cleaning For Training Accurate Code Generators
2023/11/25 by Jain, Naman, Zhang, Tianjun, Chiang, Wei-Lin +3 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE)
- Optimizing LLM Queries in Relational Data Analytics Workloads
2024/03/09 by Shuming Liu, A. Biswal, Liu, Shu +16 · 5 citations
Computer Science · #Advanced Database Systems and Queries #Data Mining Algorithms and Applications #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies
- Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers
2020/02/26 by Zhuohan Li, Eric Wallace, Li, Zhuohan +11 · 2 citations
Computer Science · #Advanced Neural Network Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting
2020/10/04 by Ebrahimi, Sayna, Petryk, Suzanne, Gokul, Akash +4 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Stylus: Automatic Adapter Selection for Diffusion Models
2024/04/29 by Luo, Michael, Wong, Justin, Trabucco, Brandon +5 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG)
- Resource Allocation in Multi-armed Bandit Exploration: Overcoming Sublinear Scaling with Adaptive Parallelism
2020/10/31 by Thananjeyan, Brijen, Kandasamy, Kirthevasan, Stoica, Ion +3 · 2 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #and Cluster Computing (cs.DC)
- Scaling Video Analytics Systems to Large Camera Deployments
2018/09/07 by Samvit Jain, Jain, Samvit, Ganesh Ananthanarayanan +7 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Image and Video Quality Assessment #Parallel #Video Surveillance and Tracking Methods #and Cluster Computing (cs.DC)
- VCG Mechanism Design with Unknown Agent Values under Stochastic Bandit Feedback
2020/04/19 by Kandasamy, Kirthevasan, Gonzalez, Joseph E., Jordan, Michael I. +1 · 2 citations
#Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A Statistical Framework for Low-bitwidth Training of Deep Neural Networks
2020/10/27 by Jianfei Chen, Yu Gai, Chen, Jianfei +7 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Search Arena: Analyzing Search-Augmented LLMs
2025/06/05 by Mihran Miroyan, Tsung-Jui Wu, Miroyan, Mihran +19 · 8 citations
Computer Science · #Topic Modeling #Expert finding and Q&A systems #Text Readability and Simplification
- On Optimizing the Communication of Model Parallelism
2022/11/10 by Zhuang, Yonghao, Zhao, Hexu, Zheng, Lianmin +6 · 2 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- VisionArena: 230K Real World User-VLM Conversations with Preference Labels
2024/12/11 by Christopher Chou, Chou, Christopher, Lisa Dunlap +12 · 4 citations
Environmental Science · #Impact of Light on Environment and Health
- All You Need is LUV: Unsupervised Collection of Labeled Images using Invisible UV Fluorescent Indicators
2022/03/09 by Thananjeyan, Brijen, Kerr, Justin, Huang, Huang +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Simple Token-Level Confidence Improves Caption Correctness
2023/05/11 by Petryk, Suzanne, Whitehead, Spencer, Gonzalez, Joseph E. +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- HashAttention: Semantic Sparsity for Faster Inference
2024/12/19 by Aditya Desai, Shuo Yang, Desai, Aditya +9 · 5 citations
Computer Science · Medicine · #Cryptography and Data Security #Big Data and Digital Economy #COVID-19 diagnosis using AI
- BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation
2025/02/03 by Alan Zhu, Parth Asawa, Zhu, Alan +12 · 4 citations
Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- LLoCO: Learning Long Contexts Offline
2024/04/11 by Sijun Tan, Tan, Sijun, Xiuyu Li +13 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- InferLine: ML Prediction Pipeline Provisioning and Management for Tight Latency Objectives
2018/12/05 by Daniel Crankshaw, Gur-Eyal Sela, Crankshaw, Daniel +11 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning and Data Classification #Parallel #Software Testing and Debugging Techniques #Web Data Mining and Analysis #and Cluster Computing (cs.DC)
- BeBold: Exploration Beyond the Boundary of Explored Regions
2020/12/15 by Tianjun Zhang, Huazhe Xu, Zhang, Tianjun +11 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Search Problems #Reinforcement Learning in Robotics
- Learning Dense Visual Correspondences in Simulation to Smooth and Fold Real Fabrics
2020/03/28 by Ganapathi, Aditya, Sundaresan, Priya, Thananjeyan, Brijen +10 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times
2025/12/18 by Jintao Zhang, Zhang, Jintao, Kaiwen Zheng +13 · 1 voice · 1 citation
#cs.CV #cs.AI #cs.LG
- SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse-Linear Attention
2025/09/28 by Zhang, Jintao, Wang, Haoxu, Jiang, Kai +10 · 6 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MMGSD: Multi-Modal Gaussian Shape Descriptors for Correspondence Matching in 1D and 2D Deformable Objects
2020/10/09 by Aditya Ganapathi, Ganapathi, Aditya, Priya Sundaresan +13 · 1 citation
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization #Human Pose and Action Recognition
- Intermittent Visual Servoing: Efficiently Learning Policies Robust to Instrument Changes for High-precision Surgical Manipulation
2020/11/12 by Paradis, Samuel, Hwang, Minho, Thananjeyan, Brijen +6 · 1 citation
#FOS: Computer and information sciences #Robotics (cs.RO)
- Enhancing the Interactivity of Dataframe Queries by Leveraging Think Time
2021/03/03 by Xin, Doris, Petersohn, Devin, Tang, Dixin +5 · 1 citation
#Databases (cs.DB) #FOS: Computer and information sciences
- Robust Object Detection via Instance-Level Temporal Cycle Confusion
2021/04/16 by Xin Wang, Thomas E. Huang, Wang, Xin +11 · 1 citation
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
- Synthetic Programming Elicitation for Text-to-Code in Very Low-Resource Programming and Formal Languages
2024/06/05 by Federico Mora, Mora, Federico, Justin Wong +15 · 2 citations
Computer Science · #Distributed and Parallel Computing Systems #Embedded Systems Design Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Programming Languages (cs.PL)
- Disentangling Dense Multi-Cable Knots
2021/06/04 by Viswanath, Vainavi, Grannen, Jennifer, Sundaresan, Priya +7 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Transformers are Deep Infinite-Dimensional Non-Mercer Binary Kernel Machines
2021/06/02 by Wright, Matthew A., Gonzalez, Joseph E. · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Grounded Graph Decoding Improves Compositional Generalization in Question Answering
2021/11/05 by Yu Gai, Gai, Yu, Paras Jain +9 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Hindsight Task Relabelling: Experience Replay for Sparse Reward Meta-RL
2021/12/02 by Packer, Charles, Abbeel, Pieter, Gonzalez, Joseph E. · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SimpleStrat: Diversifying Language Model Generation with Stratification
2024/10/11 by Wong, Justin, Orlovskiy, Yury, Luo, Michael +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Autonomously Untangling Long Cables
2022/07/16 by Viswanath, Vainavi, Shivakumar, Kaushik, Kerr, Justin +7 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Robotics (cs.RO)
- AI-to-AI Feedback: Amplified Intelligence — Prior Art and Governance Implications for Multi-Model Advisory Architectures
2025/10/02 by Asawa, Parth, Alan Zhu, O'Neill, Abigail +7 · 3 citations
Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Machine Learning and Data Classification #Topic Modeling
- Leveraging Cloud Computing to Make Autonomous Vehicles Safer
2023/08/06 by Peter Schafhalter, Sukrit Kalra, Schafhalter, Peter +7 · 1 citation
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Robotics (cs.RO) #Vehicular Ad Hoc Networks (VANETs)
- Composing Meta-Policies for Autonomous Driving Using Hierarchical Deep Reinforcement Learning
2017/11/04 by Richard Liaw, Sanjay Krishnan, Liaw, Richard +9 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Transportation and Mobility Innovations
- Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models
2020/08/26 by Zhengming Zhang, Zhang, Zhengming, Yaoqing Yang +9 · 1 citation
Computer Science · #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- CLAIR-A: Leveraging Large Language Models to Judge Audio Captions
2024/09/19 by Wu, Tsung-Han, Gonzalez, Joseph E., Darrell, Trevor +1 · 1 citation
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
- SkyRL-Agent: Efficient RL Training for Multi-turn LLM Agent
2025/11/20 by Cao, Shiyi, Li, Dacheng, Zhao, Fangzhou +12 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- vCache: Verified Semantic Prompt Caching
2025/02/06 by Luis Gaspar Schroeder, Schroeder, Luis Gaspar, Aditya Desai +18 · 1 citation
Computer Science · #Caching and Content Delivery #Service-Oriented Architecture and Web Services #Cognitive Computing and Networks
- vAttention: Verified Sparse Attention
2025/10/07 by Aditya Desai, Kumar Krishna Agrawal, Desai, Aditya +13 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle
2025/07/16 by Miroyan, Mihran, Niousha, Rose, Gonzalez, Joseph E. +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Software Engineering (cs.SE)
- LEANN: A Low-Storage Vector Index
2025/06/09 by Yichuan Wang, Wang, Yichuan, Zhifei Li +23 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Image and Video Retrieval Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Information Retrieval and Search Behavior #Machine Learning (cs.LG)