Summary of Effect Of Weight Quantization on Learning Models by Typical Case Analysis, By Shuhei Kashiwamura et al.
Effect of Weight Quantization on Learning Models by Typical Case Analysisby Shuhei Kashiwamura, Ayaka Sakata,…
Summary of One-step Forward and Backtrack: Overcoming Zig-zagging in Loss-aware Quantization Training, by Lianbo Ma et al.
One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Trainingby Lianbo Ma, Yuee Zhou, Jianlun…
Summary of Effective Communication with Dynamic Feature Compression, by Pietro Talli et al.
Effective Communication with Dynamic Feature Compressionby Pietro Talli, Francesco Pase, Federico Chiariotti, Andrea Zanella, Michele…
Summary of Residual Quantization with Implicit Neural Codebooks, by Iris A. M. Huijben et al.
Residual Quantization with Implicit Neural Codebooksby Iris A. M. Huijben, Matthijs Douze, Matthew Muckley, Ruud…
Summary of Compactifai: Extreme Compression Of Large Language Models Using Quantum-inspired Tensor Networks, by Andrei Tomut et al.
CompactifAI: Extreme Compression of Large Language Models using Quantum-Inspired Tensor Networksby Andrei Tomut, Saeed S.…
Summary of Fp6-llm: Efficiently Serving Large Language Models Through Fp6-centric Algorithm-system Co-design, by Haojun Xia et al.
FP6-LLM: Efficiently Serving Large Language Models Through FP6-Centric Algorithm-System Co-Designby Haojun Xia, Zhen Zheng, Xiaoxia…
Summary of Value-driven Mixed-precision Quantization For Patch-based Inference on Microcontrollers, by Wei Tao et al.
Value-Driven Mixed-Precision Quantization for Patch-Based Inference on Microcontrollersby Wei Tao, Shenglin He, Kai Lu, Xiaoyang…
Summary of Scaling Up Quantization-aware Neural Architecture Search For Efficient Deep Learning on the Edge, by Yao Lu et al.
Scaling Up Quantization-Aware Neural Architecture Search for Efficient Deep Learning on the Edgeby Yao Lu,…
Summary of Robustness to Distribution Shifts Of Compressed Networks For Edge Devices, by Lulan Shen et al.
Robustness to distribution shifts of compressed networks for edge devicesby Lulan Shen, Ali Edalati, Brett…
Summary of A2q+: Improving Accumulator-aware Weight Quantization, by Ian Colbert et al.
A2Q+: Improving Accumulator-Aware Weight Quantizationby Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig, Yaman UmurogluFirst submitted to…