[COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.com/p/12186430182
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Mar 5, 2025 - Python
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quantization-algorithm
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Weight quantization
python machine-learning deep-neural-networks deep-learning quantization quantization-algorithms weight-quantization quantization-algorithm quantization-by-clustering quantization-weight-clustering
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Aug 31, 2020 - Python
High-performance LLM compression engine using SVD matrix decomposition, INT8 quantization, and output caching training acceleration.
transformers pytorch transformer quantization svd model-compression model-compression-papers quantization-algorithms svd-recommendation-algorithm quantization-algorithm llm ollama gguf llm-compression gguf-models gguf-quantization
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Sep 11, 2026 - Python
LLM Quantization Gallery source data
machine-learning deep-learning optimization transformers inference neural-networks quantization model-compression quantization-algorithms quantization-algorithm llm llm-inference
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Jun 23, 2026 - Python
Practical experiments applying modern geometry, topology, algebra, probability and optimization to improve RAG, retrieval, fine-tuning and LLM inference.
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Aug 13, 2026 - Python
H-matrices with integer arithmetic
quantization integer-arithmetic matrix-computations quantization-error quantization-algorithm h-matrices
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Oct 2, 2026 - Python
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