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cs.AI2026
Memory Intelligence Agent
Jingyang Qiao, Weicheng Meng, Yu Cheng +6
Deep research agents (DRAs) integrate LLM reasoning with external tools. Memory systems enable DRAs to leverage historical experiences, which are essential for efficient reasoning…
cs.AI2026
TPRU: Advancing Temporal and Procedural Understanding in Large Multimodal Models
Zhenkun Gao, Xuhong Wang, Xin Tan +1
Multimodal Large Language Models (MLLMs), particularly smaller, deployable variants, exhibit a critical deficiency in understanding temporal and procedural visual data, a bottlenec…