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cs.AI2026
Adaptive-Group Process Rewards for GUI Agents
Zirui Shang, Yang Liu, Xin Shu +3
Training graphical user interface (GUI) agents with reinforcement learning suffers from sparse outcome rewards, leading to inefficient learning. Process rewards offer a promising d…
cs.AI2026
Beyond Sequential Interaction: Benchmarking Parallel Execution and Coordination for GUI Agents
Zedong Yu, Qianxing Li, Zhi Gao +8
Graphical user interface (GUI) agents are systems powered by large multimodal models (LMMs). They perceive screen state and execute user instructions through GUI actions such as cl…
cs.AI2026
AGCD: Agent-Guided Cross-Modal Decoding for Weather Forecasting
Jing Wu, Yang Liu, Lin Zhang +13
Accurate weather forecasting is more than grid-wise regression: it must preserve coherent synoptic structures and physical consistency of meteorological fields, especially under au…