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cs.AI2026
Mechanistic Attention Guidance for Agent Memory Refinement
Yechao Hong, Haiquan Qiu, Yaqing Wang +1
Existing self-evolving memory systems mainly improve agent memory based on textual outputs, such as task trajectories and reflections. However, this text-based paradigm rarely inco…
cs.AI2026
PSPA-Bench: A Personalized Benchmark for Smartphone GUI Agent
Hongyi Nie, Xunyuan Liu, Yudong Bai +4
Smartphone GUI agents execute tasks by operating directly on app interfaces, offering a path to broad capability without deep system integration. However, real-world smartphone use…