[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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[COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎:https://zhuanlan.zhihu.com/p/12186430182
Biancoir is website that provide color extraction from an image with quantization algorithm.
color color-extraction design tool color-palette hacktoberfest2020 color-bianco quantization-algorithm
Weight quantization
python machine-learning deep-neural-networks deep-learning quantization quantization-algorithms weight-quantization quantization-algorithm quantization-by-clustering quantization-weight-clustering
This Full-Stack Application (React and Springboot) was developed with the purpose of allowing a user to choose, run and compare the results of any 2 of our algorithms from our list of completed Tree Compression Algorithms that we have explored and implemented, comparing factors such as time taken and compressed image size and quality.
react javascript java multi-threading material-ui tree-structure springboot compression-algorithm huffman-compression-algorithm data-structures-and-algorithms tailwindcss decompression-algorithm java-executor quantization-algorithm quadtrees flowbite tree-compression-algorithm
Extract color pallet from any part of an image
This Full-Stack Application (React and Springboot) was developed with the purpose of allowing a user to choose, run and compare the results of any 2 of our algorithms from our list of completed Tree Compression Algorithms that we have explored and implemented, comparing factors such as time taken and compressed image size and quality.
react javascript java multi-threading material-ui springboot compression-algorithm huffman-compression-algorithm data-structures-and-algorithms decompression-algorithm java-executor quantization-algorithm quadtrees flowbite tree-compression-algorithm
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
LLM Quantization Gallery source data
machine-learning deep-learning optimization transformers inference neural-networks quantization model-compression quantization-algorithms quantization-algorithm llm llm-inference
Deep Learning Tracker to track the trajectory of the selected object. Text of undergraduate work.
Quantizing and packing training checkpoints to shrink disk usage
A machine learning project utilizing a 1D CNN to simultaneously locate up to three acoustic sources. Features advanced signal processing techniques like Permutation Invariant Training (PIT) to stabilize learning, alongside a detailed analysis of how sampling rates and volume affect accuracy.
torch permutation convolutional-neural-network sound-sources torchaudio torchvision sound-source-localization quantization-error quantization-algorithm permutation-invariant sound-source-separation permutation-invariance sound-source-tracking machine-learning-signals
Deep Learning Tracker to track the trajectory of the selected object. Undergraduate work.
Practical experiments applying modern geometry, topology, algebra, probability and optimization to improve RAG, retrieval, fine-tuning and LLM inference.
H-matrices with integer arithmetic
quantization integer-arithmetic matrix-computations quantization-error quantization-algorithm h-matrices
Master-Thesis Project: Region-based Quantization using global Silhouette
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