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Author

Haris Riaz

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#artificial intelligence Preprint Oct 2026

Evidence-First Agentic Verification

Long-horizon, semi-verifiable agentic tasks often rely on rubric-based evaluation, but the evidence needed to assess these tasks can be spread across the environment state and the execution trace. A judge may overlook this evidence or accept unsupported claims, including an agent's own reports of success. When rubric v...

Reza Sanayei, Razvan-Gabriel Dumitru, Sun-Jie Hou et al. · 0 citations
#artificial intelligence Review Oct 2026

RSI-Forge: From Research Papers to Environments for Recursive Self-Improvement

Environments are the foundation of recursive self-improvement: they provide the problems agents work on and the feedback used to evaluate progress. Yet constructing challenging research environments with reliable evaluation still depends on domain experts, limiting their scale and disciplinary coverage. We introduce RS...

Ren-Xiong Wang, Darvin Yi, Abril Herrlein et al. · 0 citations

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