information theory 1model architecture 1representation learning 1sequence modeling 1theoretical bounds 1
From the 1 of 19 linked papers with an AI index.
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cs.AI2026
Judging Is Not Enumerating: Silent Omissions in LLM-Authored Acceptable Sets
Wenhui Chen, Jianlin Chen, Ziyao Lin +2
Language models are increasingly promoted from examinees to examiners: they write the test suites, answer keys, rubrics, and reward functions that define correctness for other syst…
cs.AI2026
Auditing Discovery Claims: A Two-Sided Criterion for Agentic Science, with the Negative Side Decidable
Wenhui Chen, Jianlin Chen, Ziyao Lin +1
When a self-improving AI-for-science system claims a new capability, the evidence is usually a benchmark delta, a description-length gate, or a p-value. None separates a real gain…
cs.AI2026
The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale
Wenhui Chen, Jianlin Chen, Ziyao Lin +1
The paper proposes that the ability of sequence models to solve tasks depends more on their internal access structure (a compressive state channel plus a scalable index channel) th…