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Wenjin Guo

2 accepted papers

2026

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis

ICML 2026poster

Latent Chain-of-Thought (CoT) aims to internalize reasoning into continuous hidden states, promising to transcend the computational bottlenecks of explicit tokens. However, the precise mechanisms ensuring its validity remain opaque. To bridge this gap, we establish an Information-Theoretic Framework…

Cited by 0SourceScholar
2025

Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization

ICCV 2025poster

Quantization-aware Training (QAT) enables deep models to adapt to precision loss by simulating quantization. However, existing methods often converge to sub-optimal solutions due to inadequate exploration of quantization solution space. To address this, we propose a novel QAT method, Allowing Oscill…