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Like Hui

المنشورات 2

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FreeEvolve: Learning to Evolve Beyond Fixed Loops

Lecheng Kong, Like Hui, Nikos Kanakaris وآخرون · 2026

Agent evolvers automate the design of the prompts, skills and workflows around language model agents, yet the optimization process they follow is still designed by hand: a fixed search loop decides how candidates are evaluated, which are kept and when the search stops. We propose FREEEVOLVE, which automates this proces …

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Functionally Equivalent or Not? Graph-Grounded Differential Surrogate Execution for Code Equivalence

Amit Kachroo, Like Hui, Haitao Mao وآخرون · 2026

Determining whether two programs are functionally equivalent is central to code modernization, patch validation, refactoring, and code-generation evaluation. Yet the usual signals are incomplete: tests cover only finite inputs, textual similarity confuses implementation with behavior, and unconstrained LLM judgments ar …

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