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Gholami, Amir

  1. SqueezeLLM: Dense-and-Sparse Quantization
    2023/06/13 by Sehoon Kim, Coleman Hooper, Kim, Sehoon +13 · 3 voices · 29 citations
    Computer Science · #cs.CL #cs.LG
  2. KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
    2024/01/31 by Coleman Hooper, Hooper, Coleman, Sehoon Kim +11 · 1 voice · 85 citations
    #cs.LG
  3. A Survey of Quantization Methods for Efficient Neural Network Inference
    2021/03/25 by Amir Gholami, Sehoon Kim, Gholami, Amir +9 · 75 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
  4. Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
    2018/11/05 by Bakas, Spyridon, Reyes, Mauricio, Jakab, Andras +421 · 42 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  5. An LLM Compiler for Parallel Function Calling
    2023/12/07 by Kim, Sehoon, Moon, Suhong, Tabrizi, Ryan +4 · 36 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  6. ZeroQ: A Novel Zero Shot Quantization Framework
    2020/01/01 by Cai, Yaohui, Yao, Zhewei, Dong, Zhen +3 · 20 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  7. Speculative Decoding with Big Little Decoder
    2023/02/15 by Sehoon Kim, Karttikeya Mangalam, Kim, Sehoon +10 · 27 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  8. A Fast Post-Training Pruning Framework for Transformers
    2022/03/29 by Woosuk Kwon, Sehoon Kim, Kwon, Woosuk +9 · 20 citations
    Computer Science · #Advanced Neural Network Applications #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning
  9. ANODE: Unconditionally Accurate Memory-Efficient Gradients for Neural ODEs
    2019/02/27 by Amir Gholami, Gholami, Amir, Kurt Keutzer +3 · 18 citations
    Engineering · Physics and Astronomy · #Advanced Numerical Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
  10. Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
    2025/03/12 by Lutfi Eren Erdogan, Erdogan, Lutfi Eren, Se Hoon Kim +11 · 54 citations
    Computer Science · #AI-based Problem Solving and Planning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  11. Learned Token Pruning for Transformers
    2021/07/02 by Kim, Sehoon, Shen, Sheng, Thorsley, David +4 · 15 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  12. AI and Memory Wall
    2024/03/21 by Amir Gholami, Gholami, Amir, Zhewei Yao +9 · 25 citations
    Engineering · #Distributed #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  13. Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization
    2019/10/07 by Paras Jain, Jain, Paras, Ajay N. Jain +13 · 9 citations
    Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
  14. Adaptive Self-supervision Algorithms for Physics-informed Neural Networks
    2022/07/08 by Shashank Subramanian, Robert Kirby, Subramanian, Shashank +5 · 7 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Neural Networks and Applications
  15. Squeezed Attention: Accelerating Long Context Length LLM Inference
    2024/11/14 by Coleman Hooper, Sehoon Kim, Hooper, Coleman +12 · 14 citations
    Computer Science · #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  16. Squeezeformer: An Efficient Transformer for Automatic Speech Recognition
    2022/06/02 by Kim, Sehoon, Gholami, Amir, Shaw, Albert +5 · 6 citations
    #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
  17. Hessian-Aware Pruning and Optimal Neural Implant
    2021/01/22 by Shixing Yu, Yu, Shixing, Zhewei Yao +10 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  18. 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)
  19. TinyAgent: Function Calling at the Edge
    2024/09/01 by Lutfi Eren Erdogan, Erdogan, Lutfi Eren, Siddharth Jha +16 · 11 citations
    Computer Science · #Computation and Language (cs.CL) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Machine Learning (cs.LG)
  20. AccFFT: A library for distributed-memory FFT on CPU and GPU\n architectures
    2015/06/25 by Amir Gholami, Gholami, Amir, Judith Hill +5 · 3 citations
    Computer Science · Earth and Planetary Sciences · #Parallel Computing and Optimization Techniques #Distributed and Parallel Computing Systems #Seismic Imaging and Inversion Techniques
  21. LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
    2024/03/22 by Thanakul Wattanawong, Lee, Nicholas, Wattanawong, Thanakul +13 · 7 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
  22. Large batch size training of neural networks with adversarial training and second-order information
    2018/10/02 by Zhewei Yao, Amir Gholami, Yao, Zhewei +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
  23. SPEED: Speculative Pipelined Execution for Efficient Decoding
    2023/10/18 by Coleman Hooper, Hooper, Coleman, Sehoon Kim +11 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  24. ETS: Efficient Tree Search for Inference-Time Scaling
    2025/02/19 by Hooper, Coleman, Kim, Sehoon, Moon, Suhong +7 · 5 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  25. Efficient and Scalable Estimation of Tool Representations in Vector Space
    2024/09/02 by Moon, Suhong, Jha, Siddharth, Erdogan, Lutfi Eren +4 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
    2025/02/05 by Haocheng Xi, Tiwari, Rishabh, Xi, Haocheng +16 · 6 citations
    Computer Science · #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #Error Correcting Code Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  27. Characterizing Prompt Compression Methods for Long Context Inference
    2024/07/11 by Siddharth Jha, Jha, Siddharth, Lutfi Eren Erdogan +7 · 2 citations
    Computer Science · #Advanced Data Compression Techniques #Anomaly Detection Techniques and Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  28. Multipole Attention for Efficient Long Context Reasoning
    2025/06/16 by Coleman Hooper, Hooper, Coleman, Zhao, Sebastian +11 · 3 citations
    Computer Science · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Geophysical Methods and Applications #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG) #Speech Recognition and Synthesis
  29. End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs
    2023/04/13 by Campos, Javier, Dong, Zhen, Duarte, Javier +4 · 1 citation
    #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #High Energy Physics - Experiment (hep-ex) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG)