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cs.AI2026
CASI: Credit Assignment via Set Intervention for Agentic Retrieval
Xinyi Cheng, Tianfu Zhang, Jiwen Li +5
Large language models increasingly generate multiple retrieval actions jointly, while downstream systems often provide only one reward for the resulting set. Broadcasting this rewa…
cs.AI2026
Seeing, Maintaining, and Learning: The Evolution of Multimodal Agent Memory
Minghao Guo, Qingyue Jiao, Xiujin Liu +77
Multimodal models and agents have emerged to enable AI systems to learn from and interact with the real world more like humans by integrating information across multiple modalities…