Poster "weight quantization" Papers

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Cauchy-Schwarz Regularizers

Sueda Taner, Ziyi Wang, Christoph Studer

ICLR 2025arXiv:2503.01639

Learning Grouped Lattice Vector Quantizers for Low-Bit LLM Compression

Xi Zhang, Xiaolin Wu, Jiamang Wang et al.

NEURIPS 2025arXiv:2510.20984

S$^2$NN: Sub-bit Spiking Neural Networks

Wenjie Wei, Malu Zhang, Jieyuan (Eric) Zhang et al.

NEURIPS 2025arXiv:2509.24266

Training-Free Activation Sparsity in Large Language Models

James Liu, Pragaash Ponnusamy, Tianle Cai et al.

ICLR 2025arXiv:2408.14690

A2Q+: Improving Accumulator-Aware Weight Quantization

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig et al.

ICML 2024arXiv:2401.10432

ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking

Wenshuo Li, Xinghao Chen, Han Shu et al.

ICML 2024arXiv:2406.11257

Extreme Compression of Large Language Models via Additive Quantization

Vage Egiazarian, Andrei Panferov, Denis Kuznedelev et al.

ICML 2024arXiv:2401.06118