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20232026
most citedKG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph

13 citations · 53 across the 57 of their papers we have counts for

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5 papers · 1 filter

cs.AI2026

RecNet: Self-Evolving Preference Propagation for Agentic Recommender Systems

Bingqian Li, Xiaolei Wang, Junyi Li +5

Agentic recommender systems leverage Large Language Models (LLMs) to model complex user behaviors and support personalized decision-making. However, existing methods primarily mode…

cs.AI2025

Experience-Guided Reflective Co-Evolution of Prompts and Heuristics for Automatic Algorithm Design

Yihong Liu, Junyi Li, Wayne Xin Zhao +2

Combinatorial optimization problems are traditionally tackled with handcrafted heuristic algorithms, which demand extensive domain expertise and significant implementation effort.…

cs.AI2025

Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework

Jie Chen, Jinhao Jiang, Yingqian Min +4

Large reasoning models (LRMs) have exhibited strong performance on complex reasoning tasks, with further gains achievable through increased computational budgets at inference. Howe…

cs.AI2025★ 7 cited

R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Huatong Song, Jinhao Jiang, Yingqian Min +5

Existing Large Reasoning Models (LRMs) have shown the potential of reinforcement learning (RL) to enhance the complex reasoning capabilities of Large Language Models~(LLMs). While…

cs.AI2024

Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training

Jinxia Yang, Bing Su, Wayne Xin Zhao +1

Medical vision-language pre-training methods mainly leverage the correspondence between paired medical images and radiological reports. Although multi-view spatial images and tempo…