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Joseph E. Gonzalez

  1. Efficient Memory Management for Large Language Model Serving with PagedAttention
    2023/09/12 by Woosuk Kwon, Kwon, Woosuk, Zhuohan Li +15 · 4 voices · 1412 citations
    Computer Science · #Caching and Content Delivery #Software System Performance and Reliability #Topic Modeling #cs.DC #cs.LG
  2. Serverless Computing: One Step Forward, Two Steps Back
    2018/12/10 by Joseph M. Hellerstein, Jose Faleiro, Hellerstein, Joseph M. +11 · 5 voices · 8 citations
    #cs.DC #cs.DB
  3. Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
    2023/06/09 by Lianmin Zheng, Zheng, Lianmin, Wei-Lin Chiang +24 · 4 voices · 1296 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
  4. Gorilla: Large Language Model Connected with Massive APIs
    2023/05/24 by Shishir G. Patil, Tianjun Zhang, Patil, Shishir G. +5 · 4 voices · 191 citations
    #cs.CL #cs.AI
  5. 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 · 88 citations
    Computer Science · Engineering · Materials Science · #Ferroelectric and Negative Capacitance Devices #Machine Learning in Materials Science #Topic Modeling #cs.AI #cs.LG #cs.PF
  6. LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
    2023/09/21 by Lianmin Zheng, Wei-Lin Chiang, Zheng, Lianmin +24 · 6 voices · 86 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
  7. MemGPT: Towards LLMs as Operating Systems
    2023/10/12 by Charles Packer, Packer, Charles, Sarah Wooders +11 · 11 voices · 175 citations
    #cs.AI
  8. SGLang: Efficient Execution of Structured Language Model Programs
    2023/12/12 by Lianmin Zheng, Liangsheng Yin, Zheng, Lianmin +21 · 1 voice · 248 citations
    Computer Science · #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling #cs.AI #cs.PL
  9. 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
  10. Measuring Agents in Production
    2025/12/02 by Melissa Z. Pan, Negar Arabzadeh, Pan, Melissa Z. +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
  11. Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
    2025/08/31 by Shu Liu, Soujanya Ponnapalli, Liu, Shu +28 · 11 voices · 8 citations
    Computer Science · #Big Data and Digital Economy #Semantic Web and Ontologies #Graph Theory and Algorithms
  12. S-LoRA: Serving Thousands of Concurrent LoRA Adapters
    2023/11/06 by Ying Sheng, Shiyi Cao, Sheng, Ying +21 · 2 voices · 20 citations
    Computer Science · #Parallel Computing and Optimization Techniques #Topic Modeling #Advanced Neural Network Applications
  13. RAFT: Adapting Language Model to Domain Specific RAG
    2024/03/15 by Tianjun Zhang, Zhang, Tianjun, Shishir G. Patil +11 · 1 voice · 35 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
  14. From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline
    2024/06/17 by Tianle Li, Wei-Lin Chiang, Li, Tianle +13 · 97 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)
  15. Sleep-time Compute: Beyond Inference Scaling at Test-time
    2025/04/17 by Kevin Lin, Charlie Snell, Lin, Kevin +11 · 3 voices · 5 citations
    #cs.AI #cs.CL
  16. Tune: A Research Platform for Distributed Model Selection and Training
    2018/07/13 by Richard Liaw, Liaw, Richard, Eric Liang +9 · 39 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)
  17. RouteLLM: Learning to Route LLMs with Preference Data
    2024/06/26 by Isaac Ong, Ong, Isaac, Amjad Almahairi +13 · 88 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
  18. Ansor: Generating High-Performance Tensor Programs for Deep Learning
    2020/06/11 by Lianmin Zheng, Zheng, Lianmin, Chengfan Jia +21 · 39 citations
    Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Advanced Neural Network Applications #Tensor decomposition and applications
  19. Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions
    2017/11/22 by Bichen Wu, Wu, Bichen, Alvin Wan +16 · 1 voice · 11 citations
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Face recognition and analysis #cs.CV
  20. The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
    2025/02/12 by Alejandro Cuadron, Cuadron, Alejandro, Dacheng Li +30 · 2 voices · 38 citations
    Computer Science · Social Sciences · #Experimental Behavioral Economics Studies #cs.AI
  21. Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning
    2018/02/28 by Vladimir Feinberg, Feinberg, Vladimir, Alvin Wan +9 · 40 citations
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Traffic control and management #Autonomous Vehicle Technology and Safety
  22. Clipper: A Low-Latency Online Prediction Serving System
    2016/12/09 by Daniel Crankshaw, Crankshaw, Daniel, Xin Wang +9 · 20 citations
    Computer Science · #Data Stream Mining Techniques #Caching and Content Delivery #Cloud Computing and Resource Management
  23. Towards Scalable Dataframe Systems
    2020/01/03 by Devin Petersohn, Petersohn, Devin, Stephen Macke +17 · 1 voice · 4 citations
    #cs.DB
  24. 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
  25. LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
    2025/02/11 by Dacheng Li, Li, Dacheng, Shiyi Cao +21 · 2 voices · 34 citations
    Social Sciences · Economics, Econometrics and Finance · #cs.AI
  26. 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
  27. 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
  28. Rethinking Benchmark and Contamination for Language Models with Rephrased Samples
    2023/11/08 by Shuo Yang, Yang, Shuo, Wei-Lin Chiang +7 · 21 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Adversarial Robustness in Machine Learning
  29. Frustratingly Simple Few-Shot Object Detection
    2020/03/16 by Xin Wang, Wang, Xin, Thomas E. Huang +7 · 12 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
  30. Skyplane: Optimizing Transfer Cost and Throughput Using Cloud-Aware Overlays
    2022/10/13 by Paras Jain, Jain, Paras, Sam Kumar +9 · 1 voice · 3 citations
    Computer Science · #Cloud Computing and Resource Management #Peer-to-Peer Network Technologies #Caching and Content Delivery
  31. Self-correcting LLM-controlled Diffusion Models
    2023/11/27 by Tsung-Han Wu, Wu, Tsung-Han, Long Lian +7 · 16 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis
  32. Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization
    2019/10/07 by Paras Jain, Jain, Paras, Ajay N. Jain +13 · 10 citations
    Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
  33. Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
    2024/06/06 by Ling Yang, Yang, Ling, Zhaochen Yu +13 · 19 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
  34. Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly
    2022/04/28 by Spencer Whitehead, Whitehead, Spencer, Suzanne Petryk +11 · 11 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  35. 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
  36. How to Evaluate Reward Models for RLHF
    2024/10/18 by Evan Frick, Frick, Evan, Tianle Li +15 · 22 citations
    Decision Sciences · #Risk and Safety Analysis
  37. Specifications: The missing link to making the development of LLM systems an engineering discipline
    2024/11/25 by Ion Stoica, Stoica, Ion, Matei Zaharia +22 · 2 voices · 5 citations
    Decision Sciences · Engineering · Mathematics · #Manufacturing Process and Optimization #Modeling, Simulation, and Optimization #Simulation Techniques and Applications #cs.AI #cs.CL #cs.SE
  38. FetchSGD: Communication-Efficient Federated Learning with Sketching
    2020/07/15 by Daniel Rothchild, Rothchild, Daniel, Ashwinee Panda +13 · 9 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Stochastic Gradient Optimization Techniques
  39. Accelerating Quadratic Optimization with Reinforcement Learning
    2021/07/22 by Jeffrey Ichnowski, Paras Jain, Ichnowski, Jeffrey +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
  40. Neurotoxin: Durable Backdoors in Federated Learning
    2022/06/12 by Zhengming Zhang, Zhang, Zhengming, Ashwinee Panda +13 · 10 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
  41. Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning
    2022/01/28 by Lianmin Zheng, Zhuohan Li, Zheng, Lianmin +20 · 8 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)
  42. MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs
    2024/11/18 by Shiyi Cao, Shu Liu, Cao, Shiyi +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)
  43. 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)
  44. The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
    2022/06/28 by David S. Patterson, David Patterson, Joseph Gonzalez +13 · 15 citations
    Computer Science · #Explainable Artificial Intelligence (XAI)
  45. AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving
    2023/02/22 by Zhuohan Li, Li, Zhuohan, Lianmin Zheng +19 · 9 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)
  46. A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
    2020/09/01 by Sicheng Zhao, Zhao, Sicheng, Xiangyu Yue +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
  47. On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent
    2018/11/30 by Noah Golmant, Golmant, Noah, Nikita Vemuri +13 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  48. 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)
  49. FogROS: An Adaptive Framework for Automating Fog Robotics Deployment
    2021/08/25 by Kaiyuan, Yafei Liang, Chen +13 · 5 citations
    Engineering · #FOS: Computer and information sciences #Modular Robots and Swarm Intelligence #Robotics (cs.RO) #Robotics and Automated Systems #Robotics and Sensor-Based Localization
  50. The Wisdom of Hindsight Makes Language Models Better Instruction Followers
    2023/02/10 by Tianjun Zhang, Zhang, Tianjun, Fangchen Liu +7 · 6 citations
    Computer Science · #Topic Modeling #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification
  51. Describing Differences in Image Sets with Natural Language
    2023/12/05 by Lisa Dunlap, Yuhui Zhang, Dunlap, Lisa +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
  52. 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)
  53. SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction
    2024/10/11 by Ling Yang, Yang, Ling, Zhaochen Yu +11 · 11 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  54. NBDT: Neural-Backed Decision Trees
    2020/04/01 by Alvin Wan, Wan, Alvin, Lisa Dunlap +15 · 6 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)
  55. Post-Training Sparse Attention with Double Sparsity
    2024/08/11 by Shuo Yang, Yang, Shuo, Ying Sheng +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)
  56. TEMPERA: Test-Time Prompting via Reinforcement Learning
    2022/11/21 by Tianjun Zhang, Xuezhi Wang, Zhang, Tianjun +7 · 5 citations
    Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Natural Language Processing Techniques
  57. 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
  58. GraphLab: A New Framework For Parallel Machine Learning
    2014/08/09 by Yucheng Low, Joseph E. Gonzalez, Low, Yucheng +9 · 4 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)
  59. Accel: A Corrective Fusion Network for Efficient Semantic Segmentation\n on Video
    2018/07/17 by Samvit Jain, Jain, Samvit, Xin Wang +3 · 3 citations
    Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
  60. 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
  61. 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
  62. 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)
  63. FogROS2: An Adaptive Platform for Cloud and Fog Robotics Using ROS 2
    2022/05/19 by Jeffrey Ichnowski, Ichnowski, Jeffrey, Kaiyuan Chen +27 · 3 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Modular Robots and Swarm Intelligence #Robotics (cs.RO) #Robotics and Automated Systems
  64. CLAIR: Evaluating Image Captions with Large Language Models
    2023/10/19 by David M. Chan, Chan, David, Suzanne Petryk +7 · 4 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  65. 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
  66. Large batch size training of neural networks with adversarial training and second-order information
    2018/10/02 by Zhewei Yao, Yao, Zhewei, Amir Gholami +11 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
  67. Spectral Decomposition Representation for Reinforcement Learning
    2022/08/19 by Tongzheng Ren, Ren, Tongzheng, Tianjun Zhang +9 · 3 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
  68. Making Linear MDPs Practical via Contrastive Representation Learning
    2022/07/14 by Tianjun Zhang, Zhang, Tianjun, Tongzheng Ren +9 · 3 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
  69. Scaling Video Analytics Systems to Large Camera Deployments
    2018/09/07 by Samvit Jain, Ganesh Ananthanarayanan, Jain, Samvit +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)
  70. A Statistical Framework for Low-bitwidth Training of Deep Neural Networks
    2020/10/27 by Jianfei Chen, Chen, Jianfei, Yu Gai +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)
  71. Search Arena: Analyzing Search-Augmented LLMs
    2025/06/05 by Mihran Miroyan, Miroyan, Mihran, Tsung-Jui Wu +19 · 8 citations
    Computer Science · #Topic Modeling #Expert finding and Q&A systems #Text Readability and Simplification
  72. 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
  73. Locality-aware Fair Scheduling in LLM Serving
    2025/01/24 by Shiyi Cao, Cao, Shiyi, Yichuan Wang +22 · 4 citations
    Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Petri Nets in System Modeling #Scheduling and Optimization Algorithms #and Cluster Computing (cs.DC)
  74. HashAttention: Semantic Sparsity for Faster Inference
    2024/12/19 by Aditya Desai, Desai, Aditya, Shuo Yang +9 · 5 citations
    Computer Science · Medicine · #Cryptography and Data Security #Big Data and Digital Economy #COVID-19 diagnosis using AI
  75. BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation
    2025/02/03 by Alan Zhu, Zhu, Alan, Parth Asawa +12 · 4 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  76. 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
  77. InferLine: ML Prediction Pipeline Provisioning and Management for Tight Latency Objectives
    2018/12/05 by Daniel Crankshaw, Crankshaw, Daniel, Gur-Eyal Sela +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)
  78. Dynamic Space-Time Scheduling for GPU Inference
    2018/12/31 by Paras Jain, Xiangxi Mo, Jain, Paras +13 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Parallel #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  79. MLI: An API for Distributed Machine Learning
    2013/10/21 by Evan Sparks, Sparks, Evan R., Ameet Talwalkar +15 · 3 citations
    Computer Science · #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Parallel #and Cluster Computing (cs.DC)
  80. 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
  81. optimizeanything: Unified Text Optimization can Outperform Specialized Systems
    2026/05/19 by Lakshya A Agrawal, Donghyun Lee, Shangyin Tan +11 · 1 voice
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG #cs.NE #cs.SE
  82. TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times
    2025/12/18 by Jintao Zhang, Kaiwen Zheng, Zhang, Jintao +13 · 1 voice · 1 citation
    #cs.CV #cs.AI #cs.LG
  83. MMGSD: Multi-Modal Gaussian Shape Descriptors for Correspondence Matching in 1D and 2D Deformable Objects
    2020/10/09 by Aditya Ganapathi, Priya Sundaresan, Ganapathi, Aditya +13 · 1 citation
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization #Human Pose and Action Recognition
  84. 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)
  85. PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation
    2026/06/01 by Yichuan Wang, Zhifei Li, Zirui Wang +5 · 3 voices
    Computer Science · #cs.IR #cs.AI #cs.CL #cs.CV #cs.LG
  86. Grounded Graph Decoding Improves Compositional Generalization in Question Answering
    2021/11/05 by Yu Gai, Paras Jain, Gai, Yu +9 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  87. Helen: Maliciously Secure Coopetitive Learning for Linear Models
    2019/07/16 by Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez +1 · 1 voice
    Computer Science · #cs.CR #cs.LG
  88. Kernel-as-a-Service: A Serverless Interface to GPUs
    2022/12/15 by Nathan Pemberton, Pemberton, Nathan, Anton Zabreyko +7 · 1 citation
    Computer Science · #Cloud Computing and Resource Management #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Parallel #and Cluster Computing (cs.DC)
  89. K-Search: LLM Kernel Generation via Co-Evolving Intrinsic World Model
    2026/02/22 by Shiyi Cao, Ziming Mao, Joseph E. Gonzalez +1 · 1 voice
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