Author

Yuan-Teng Chen

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#artificial intelligence Preprint Sep 2026

Train Where the Quantized Model Goes: On-Policy Distillation for Low-Bit Reasoning

By coupling QAD's stable low-bit initialization with OPD's on-policy reasoning recovery, the framework provides a comprehensive sub-3-bit solution that preserves broad capabilities while restoring long-form reasoning.

Yuan-Teng Chen, Zhi-Lei Liu, Peisong Wang et al. · 0 citations

Jul 2026

BiSCo-LLM: Lookup-Free Binary Spherical Coding for Extreme Low-Bit Large Language Model Compression

BiSCo-LLM is presented, a codebook-free binary spherical coding framework for extreme low-bit LLM weight compression and its reported storage budget includes binary codes, neural decoders, protected-channel payloads, LoRA adapters, and metadata.

Yuantian Shao, Peisong Wang, Zhilei Liu et al. · arXiv.org · 0 citations