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cs.AI2026
Efficiency Matters in Autonomous Research
Haiqian Yang, Yuan Cao
AI-driven autonomous research (AR) systems are becoming increasingly effective across a broad range of tasks. Their performance, however, is still evaluated primarily by the qualit…
cs.AI2026
Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI
Yuan Cao, Haiqian Yang
Modern AI systems are increasingly being evaluated for their ability to reason, code, prove theorems, use tools, and long-horizon research tasks. These are powerful capabilities, b…