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cs.AI2026
CUA-Recovery: Benchmarking Error Recovery in Long-Horizon Computer-Use Agents
Xu Hu, Haoming Li, Yuxiang Wang +11
As computer-use agents (CUAs) move to long-horizon workflows spanning multiple applications, undetected errors can silently corrupt persistent state and cause cascading failures in…
cs.AI2026
V-Mem: Modality-Routed Retrieval for Long-Term Multimodal Agentic Memory
Dingyi Kang, Dongming Jiang, Yi Li +2
Interaction between users and LLM agents is increasingly multimodal: conversations interleave text with images, and a later question may target either. Yet most agent memories are…