Author

Rong-Er Ding

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Conference Open access Sep 2026

Subject-Agnostic Cross-View Referring Expression Comprehension via Reward-Driven Consistency Learning

Experimental results show that the proposed Reward-Driven Consistency Learning framework significantly outperforms baselines in multiple cross-view settings, exhibiting superior generalization and robustness under perspective shifts.

Liuwu Li, Rong-Er Ding, Zehang Lin et al. · Proceedings of the Thirty-Fi... · 0 citations

Review Open access Jul 2026

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning

A dual-view approach that connects clinical practice with computational methods is presented, establishing a five-level competency scheme following Miller’s Pyramid and linking deductive, inductive, and abductive reasoning patterns to common medical goals and tasks.

Qi Peng, Jiatong Li, Sirui Huang et al. · Machine Intelligence Researc... · 6 citations