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cs.AI2026
Beyond Success and Failure: Length-Aware Contrastive Learning for GUI Agents
Chengyang Gu, Le Zhang, Jingbo Zhou +6
Graphical User Interface (GUI) agents powered by Multimodal Large Language Models (MLLMs) have shown strong potential for automating tasks across diverse digital environments, wher…
cs.AI2026
LLM-Based Hierarchical Coordinated Control with Continuation-Aware Policy Learning
Changhong He, Jinda Gao, Xinkuan Liu +3
Coordinating multiple interacting units in complex engineering systems is challenging when system interactions are difficult to model, operational information is heterogeneous, and…