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cs.LG2026
Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution
Mingyu Yang, Keye Zheng, Congchao Cheng +4
In batch-style trace distillation, the same memory operation may receive contradictory feedback across different batches. Existing methods lack a cross-batch, operation-level evide…
cs.LG2026
UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience
Zichuan Lin, Feiyu Liu, Yijun Yang +9
Autonomous mobile GUI agents have attracted increasing attention along with the advancement of Multimodal Large Language Models (MLLMs). However, existing methods still suffer from…