Alireza Dadgarnia

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upvoted a paper 5 days ago

Disaggregated Quantization: Specializing LLM Prefill and Decode

Paper • 2609.26333 • Published 12 days ago • 91

upvoted a paper about 1 month ago

Model Compression with Exact Budget Constraints via Riemannian Manifolds

Paper • 2605.00649 • Published May 7 • 8

upvoted a paper about 2 months ago

GPTQ-2D: Cubic-Time Two-Sided Adaptive Rounding

Paper • 2607.27042 • Published Jul 29 • 21

upvoted a collection 4 months ago

GSQ

Collection

GSQ: Highly-Accurate Low-Precision Scalar Quantization for LLMs via Gumbel-Softmax Sampling, https://huggingface.co/papers/2604.18556 • 10 items • Updated Aug 22 • 14

upvoted a paper 5 months ago

GSQ: Highly-Accurate Low-Precision Scalar Quantization for LLMs via Gumbel-Softmax Sampling

Paper • 2604.18556 • Published Apr 20 • 20

upvoted 4 papers over 1 year ago

Unified Scaling Laws for Compressed Representations

Paper • 2506.01863 • Published Jun 2, 2025 • 19

Quartet: Native FP4 Training Can Be Optimal for Large Language Models

Paper • 2505.14669 • Published May 20, 2025 • 79

HALO: Hadamard-Assisted Lossless Optimization for Efficient Low-Precision LLM Training and Fine-Tuning

Paper • 2501.02625 • Published Jan 5, 2025 • 15

QuEST: Stable Training of LLMs with 1-Bit Weights and Activations

Paper • 2502.05003 • Published Feb 7, 2025 • 44