Showing cs.AIShow all
2 papers · 1 filter
cs.AI2026
FreeEvolve: Learning to Evolve Beyond Fixed Loops
Lecheng Kong, Like Hui, Nikos Kanakaris +3
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 se…
cs.AI2026
Functionally Equivalent or Not? Graph-Grounded Differential Surrogate Execution for Code Equivalence
Amit Kachroo, Like Hui, Haitao Mao +2
Determining whether two programs are functionally equivalent is central to code modernization, patch validation, refactoring, and code-generation evaluation. Yet the usual signals…