Anshumali Shrivastava
- SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems
2019/03/07 by Beidi Chen, Tharun Medini, Chen, Beidi +9 · 4 voices · 6 citations
Computer Science · #Advanced Neural Network Applications #Parallel Computing and Optimization Techniques #Machine Learning and Data Classification
- 70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float (DFloat11)
2025/04/15 by Tianyi Zhang, Mohsen Hariri, Zhang, Tianyi +11 · 17 voices · 5 citations
Computer Science · #Parallel Computing and Optimization Techniques #Big Data and Digital Economy #Natural Language Processing Techniques
- Scissorhands: Exploiting the Persistence of Importance Hypothesis for LLM KV Cache Compression at Test Time
2023/05/26 by Zichang Liu, Aditya Desai, Liu, Zichang +13 · 44 citations
Computer Science · #Topic Modeling #Advanced Neural Network Applications #Explainable Artificial Intelligence (XAI)
- Scalable and Sustainable Deep Learning via Randomized Hashing
2016/02/26 by Ryan Spring, Anshumali Shrivastava, Spring, Ryan +1 · 1 voice · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques
- Asymmetric LSH (ALSH) for Sublinear Time Maximum Inner Product Search (MIPS)
2014/05/22 by Anshumali Shrivastava, Shrivastava, Anshumali, Ping Li +1 · 13 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Algorithms and Data Compression #Data Management and Algorithms #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- In Defense of MinHash Over SimHash
2014/07/16 by Anshumali Shrivastava, Ping Li, Shrivastava, Anshumali +1 · 5 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques #Face and Expression Recognition
- Adaptive Learned Bloom Filter (Ada-BF): Efficient Utilization of the Classifier
2019/10/21 by Zhenwei Dai, Anshumali Shrivastava, Dai, Zhenwei +1 · 5 citations
Computer Science · Social Sciences · #Caching and Content Delivery #Image and Video Quality Assessment #Human Mobility and Location-Based Analysis
- Superintelligent Retrieval Agent: The Next Frontier of Agentic Retrieval
2026/05/07 by Zeyu Yang, Qi Ma, Jason Chen +1 · 2 voices
#cs.IR #cs.AI #cs.LG
- MISSION: Ultra Large-Scale Feature Selection using Count-Sketches
2018/06/12 by Amirali Aghazadeh, Ryan Spring, Aghazadeh, Amirali +9 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Sub-linear RACE Sketches for Approximate Kernel Density Estimation on\n Streaming Data
2019/12/04 by Benjamin Coleman, Coleman, Benjamin, Anshumali Shrivastava +1 · 2 citations
Computer Science · #Data Stream Mining Techniques #Stochastic Gradient Optimization Techniques #Advanced Neural Network Applications
- A New Unbiased and Efficient Class of LSH-Based Samplers and Estimators\n for Partition Function Computation in Log-Linear Models
2017/03/15 by Ryan Spring, Spring, Ryan, Anshumali Shrivastava +1 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Algorithms and Data Compression #Data Structures and Algorithms (cs.DS) #Databases (cs.DB) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Hashing Algorithms for Large-Scale Learning
2011/06/06 by Ping Li, Li, Ping, Anshumali Shrivastava +5 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Algorithms and Data Compression #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Spam and Phishing Detection
- Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt
2023/05/17 by Zhaozhuo Xu, Zirui Liu, Xu, Zhaozhuo +13 · 2 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
- Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products
2019/10/28 by Tharun Medini, Qixuan Huang, Medini, Tharun +7 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Data Structures and Algorithms (cs.DS) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Accelerating SLIDE Deep Learning on Modern CPUs: Vectorization, Quantizations, Memory Optimizations, and More
2021/03/05 by Shabnam Daghaghi, Daghaghi, Shabnam, Nicholas Meisburger +11 · 1 citation
Computer Science · Engineering · #Advanced Clustering Algorithms Research #Advanced Image and Video Retrieval Techniques #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Parallel #Performance (cs.PF) #Robotics and Automated Systems #Topic Modeling #and Cluster Computing (cs.DC)
- Random Offset Block Embedding Array (ROBE) for CriteoTB Benchmark MLPerf\n DLRM Model : 1000\× Compression and 3.1\× Faster Inference
2021/08/04 by Aditya Desai, Desai, Aditya, Li Der Chou +3 · 1 citation
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Caching and Content Delivery #Data Stream Mining Techniques #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Recommender Systems and Techniques #Stochastic Gradient Optimization Techniques
- Graph Reordering for Cache-Efficient Near Neighbor Search
2021/04/07 by Benjamin Coleman, Santiago Segarra, Coleman, Benjamin +5 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Caching and Content Delivery #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Optimization and Search Problems
- Learning Multimodal Data Augmentation in Feature Space
2022/12/29 by Zichang Liu, Liu, Zichang, Zhiqiang Tang +11 · 1 citation
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- CARAMEL: A Succinct Read-Only Lookup Table via Compressed Static Functions
2023/05/26 by Benjamin Coleman, Coleman, Benjamin, David Torres Ramos +7 · 1 citation
Computer Science · #Algorithms and Data Compression #Data Structures and Algorithms (cs.DS) #Databases (cs.DB) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Network Packet Processing and Optimization #Video Analysis and Summarization
- Breaking the Frozen Subspace: Importance Sampling for Low-Rank Optimization in LLM Pretraining
2025/02/09 by Haochen Zhang, Zhang, Haochen, Junze Yin +13 · 2 citations
Engineering · #Advanced Surface Polishing Techniques #Advanced machining processes and optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mineral Processing and Grinding
- Learning to Retrieve Relevant Experiences for Motion Planning
2022/04/18 by Constantinos Chamzas, Aedan Cullen, Chamzas, Constantinos +5 · 1 citation
Computer Science · #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications #Robotic Path Planning Algorithms #Robotics (cs.RO)