[NeurIPS 2025 (spotlight)] HBLLM: Wavelet-Enhanced High-Fidelity 1-Bit Quantization for LLMs
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Dec 17, 2025 - Python
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quantization-algorithms
Here are 18 public repositories matching this topic...
Code for paper "Accelerating Federated Learning for IoT in Big Data Analytics with Pruning, Quantization and Selective Updating"
deep-neural-networks internet-of-things mnist vgg alexnet pruning quantization cifar10 alexnet-model edge-computing model-training federated-learning vgg16-model quantization-algorithms structural-pruning selective-updates
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Jul 22, 2026 - Python
RxLM-Med: A multimodal clinical AI agent featuring System 2 reasoning, cross-lingual hierarchical RAG (BM25 + FAISS + RRF), deterministic medical calculation engine, and Traffic Light Protocol (TLP) safety alignment — built on Qwen-VL with LoRA fine-tuning, SFT/DPO alignment, and INT4 quantization for real-world lab report interpretation.
quantization-algorithms deepspeed langsmith rag-pipeline agentic-workflow qwen2-5-vl system2-reasoning
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Apr 1, 2026 - Python
Geometry-aware LLM quantization, per-direction bit allocation priced by measured KL divergence given injected perturbation.
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Aug 23, 2026 - Python
NeurIPS 2019 MicroNet Challenge
sparsity neural-network pytorch quantization entropy-coding neural-architecture-search efficient-inference sparsity-optimization quantization-algorithms efficient-neural-networks micronet-challenge compound-scaling ec2t
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Dec 8, 2022 - Python
Finding Storage- and Compute-Efficient Convolutional Neural Networks
sparsity neural-network pytorch quantization entropy-coding neural-architecture-search efficient-inference sparsity-optimization quantization-algorithms efficient-neural-networks micronet-challenge compound-scaling ec2t
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Dec 8, 2022 - Python
compares different pretrained object classification with per-layer and per-channel quantization using pytorch
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Jun 12, 2020 - Python
Quantization (post-training quantization) your (custom mobilenet_v2) models .h5 or .pb models using TensorFlow Lite 2.4
tensorflow-tutorials quantization tensorflow-examples tensorflowlite quantization-algorithms tensorflow-quantum-classification tensorflow-quantum-example
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Dec 24, 2020 - Python
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
custom K-means Quantization for Deep Learning NNs
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Jun 11, 2024 - 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
Training neural nets with quantized weights on arbitrarily specified bit-depth
mnist lenet quantization cifar10 binary-neural-networks quantized-neural-networks resnet18 quantization-algorithms quantization-aware-training
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Mar 29, 2024 - Python
linear quantization with W8A16 for neural networks with PyTorch
deep-learning pytorch quantization quantization-algorithms linear-quantization huggingface-transformers llm
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May 26, 2025 - Python
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Aug 30, 2026 - Python
A data visualization project for 3D mesh data by using normalization, quantization, and reconstruction with comprehensive error analysis.
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Nov 11, 2025 - Python
Agentic framework for hardware-aware, layer-wise LLM quantization using sequential optimization and on-device benchmarking.
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Aug 13, 2026 - Python
Development and evaluation of a convolutional neural network for fault classification in photovoltaic modules using thermal imaging, targeting execution on embedded edge devices.
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Jul 3, 2026 - Python
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