@article{marginaladvantageaccumulationformemorydr, title = {Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution}, author = {Mingyu Yang and Keye Zheng and Congchao Cheng and Yujie Liu and Xingkang Lu and Fan Jiang and Yefei Zheng}, year = {2026}, eprint = {2606.20475}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.20475}, }