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quantization (6) pruning (4) large language model (4) linear attention (3) speedups (2) llama (2) layer-wise (2) throughput (2) binarization (2) mixed precision (2)

Papers

QuRating: Selecting High-Quality Data for Training Language Models ICML 2024 Simple linear attention language models balance the recall-throughput tradeoff ICML 2024 SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks ICML 2024 SqueezeLLM: Dense-and-Sparse Quantization ICML 2024 State-Free Inference of State-Space Models: The *Transfer Function* Approach ICML 2024 When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models ICML 2024