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wenhua cheng's picture
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wenhua cheng

wenhuach
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  • wenhuach21

AI & ML interests

Model Compression, CV

Recent Activity

reacted to their post with πŸ”₯ about 6 hours ago
πŸš€ SignRoundV2 for LLM quantization: PTQ-level cost, QAT-level accuracy β€” yes, even at 2 bits. https://huggingface.co/papers/2512.04746
new activity about 7 hours ago
Intel/DeepSeek-R1-0528-Qwen3-8B-int4-AutoRound:Improve model card: Add pipeline tag, library name, and update paper/citation
authored a paper 2 days ago
SignRoundV2: Closing the Performance Gap in Extremely Low-Bit Post-Training Quantization for LLMs
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Intel's profile picture Need4Speed's profile picture Qwen's profile picture

authored a paper 2 days ago

SignRoundV2: Closing the Performance Gap in Extremely Low-Bit Post-Training Quantization for LLMs

Paper β€’ 2512.04746 β€’ Published 3 days ago β€’ 9
authored 2 papers about 2 years ago

TEQ: Trainable Equivalent Transformation for Quantization of LLMs

Paper β€’ 2310.10944 β€’ Published Oct 17, 2023 β€’ 10

Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper β€’ 2309.05516 β€’ Published Sep 11, 2023 β€’ 10
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