[COLM 2025] Official PyTorch implementation of "Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models"
☆71Jul 8, 2025Updated 7 months ago
Alternatives and similar repositories for Quantized-Reasoning-Models
Users that are interested in Quantized-Reasoning-Models are comparing it to the libraries listed below
Sorting:
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆210Nov 25, 2025Updated 3 months ago
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆83Jul 28, 2025Updated 7 months ago
- ☆25Oct 31, 2024Updated last year
- [ICLR 2024] This is the official PyTorch implementation of "QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Mod…☆31Mar 12, 2024Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆69Mar 7, 2024Updated last year
- LLM Inference with Microscaling Format☆34Nov 12, 2024Updated last year
- [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models☆35Jun 12, 2024Updated last year
- ☆87Jan 23, 2025Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆50Oct 21, 2023Updated 2 years ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆38Sep 24, 2024Updated last year
- ☆17Aug 1, 2025Updated 7 months ago
- Code repo for efficient quantized MoE inference with mixture of low-rank compensators☆31Apr 14, 2025Updated 10 months ago
- [ICLR 2025] Official Pytorch Implementation of "Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN" by Pengxia…☆29Jul 24, 2025Updated 7 months ago
- Revisiting Parameter Sharing for Automatic Neural Channel Number Search, NeurIPS 2020☆22Nov 15, 2020Updated 5 years ago
- ☆19Nov 6, 2023Updated 2 years ago
- [CVPR 2025 Highlight] FIMA-Q: Post-Training Quantization for Vision Transformers by Fisher Information Matrix Approximation☆26Jun 16, 2025Updated 8 months ago
- ☆97Feb 26, 2026Updated last week
- PyTorch Quantization Framework For OCP MX Datatypes.☆16May 30, 2025Updated 9 months ago
- Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity☆22Aug 28, 2025Updated 6 months ago
- QuTLASS: CUTLASS-Powered Quantized BLAS for Deep Learning☆168Nov 11, 2025Updated 3 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆117Oct 15, 2025Updated 4 months ago
- AFPQ code implementation☆23Nov 6, 2023Updated 2 years ago
- It's All In the Teacher: Zero-Shot Quantization Brought Closer to the Teacher [CVPR 2022 Oral]☆29Sep 15, 2022Updated 3 years ago
- EoRA: Fine-tuning-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation☆27Jul 30, 2025Updated 7 months ago
- ☆15Jan 12, 2026Updated last month
- [ICML 2025] MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design☆22Jul 4, 2025Updated 8 months ago
- ☆11Apr 3, 2023Updated 2 years ago
- Express DLA implementation for FPGA, revised based on NVDLA.☆11Oct 17, 2019Updated 6 years ago
- Code for "Adaptive Self-improvement LLM Agentic System for ML Library Development" (ICML 2025)☆15Jan 6, 2026Updated 2 months ago
- Training Quantized Neural Networks with a Full-precision Auxiliary Module☆13Jun 19, 2020Updated 5 years ago
- Official implementation of "Modeling Multi-Task Model Merging as Adaptive Projective Gradient Descent".☆21May 23, 2025Updated 9 months ago
- Official InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows☆19Nov 4, 2025Updated 4 months ago
- ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation☆25Aug 24, 2025Updated 6 months ago
- [NAACL'25 🏆 SAC Award] Official code for "Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert…☆15Feb 4, 2025Updated last year
- ☆11Jan 10, 2025Updated last year
- [ICCAD 2025] Squant☆15Jul 3, 2025Updated 8 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆485Nov 26, 2024Updated last year
- [ICML 2025] This is the official PyTorch implementation of "ZipAR: Accelerating Auto-regressive Image Generation through Spatial Locality…☆53Mar 25, 2025Updated 11 months ago
- ☆25Dec 11, 2021Updated 4 years ago