Author

Keyu Chen

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#artificial intelligence Preprint Sep 2026

Draft in Parallel, Condition Through Depth: Adjacent Causal Injection for Speculative Decoding

Parallel speculative drafting generates multiple candidates in one backbone pass, but independent token selection can produce inconsistent continuations that shorten the accepted prefix. Existing methods mostly leave conditional decoding to a lightweight module after the backbone, which limits the flow of predecessor i...

Hao-Hui Zhang, Ke-Yu Chen, Hao-Cheng Sun et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Disentangling Long-Term Memory via Latent Neuro-Symbolic Reasoning

LGM is presented, a novel neuro-symbolic framework that shifts long-term memory disentanglement into a continuous latent space and significantly outperforms state-of-the-art baselines in capturing both explicit and implicit preferences while enabling personalized responses.

Cai Ke, Xing-Hao Chen, Xiao-Yu Shen et al. · 1 citation

Preprint Aug 2026

From Atomic to Agentic: Towards Interpretable Evaluation of LLMs'Agentic Mathematical Capabilities

Experiments reveal that models with similar end-to-end accuracy can exhibit markedly different agentic capability profiles, demonstrating that process-level evaluation is crucial for interpreting the true potential of LLMs and guiding the development of next-generation mathematical agents.

Jiayi Kuang, Ying-Hui Li, Yun-Ze Song et al. · 0 citations