Author

Yong-Cheng Jing

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Preprint Sep 2026

SkillIR: Evolving Scene-Aware Skills for Agentic Image Restoration

This paper studies agentic image restoration, in which multimodal agents coordinate specialized restoration tools to recover images affected by complex degradations. Existing restoration agents often derive complete tool-use plans from the original degraded image or retrieve previously successful trajectories, providin...

Jie Shao, Sheng-Kai Hu, Xu Zhang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

ReMem: Rethinking Perception and Memory in Long-Context Recommendation Agents

Recent Recommendation Agents (RecAgents) offer a promising alternative by shifting recommendation to an active, user-side paradigm, where generative agents autonomously perceive external platforms, reason over user preferences, and execute decisions. However, existing RecAgents still suffer from two critical limitation...

Hao-Hao Qu, Yong-Cheng Jing, Chun-Hin Chan et al. · 0 citations

Conference Open access Sep 2026

A Review on Test-Time Scaling for Agentic Large Language Models

A novel RAIE taxonomy along four scaling dimensions is proposed, which optimizes the entire thought process through search algorithms and self-veriﬁcation, and introduces a task-oriented guideline for choosing the best TTS strategy.

Jia-Yu An, Zheng Chen, Yong-Cheng Jing et al. · Proceedings of the Thirty-Fi... · 0 citations