2 papers
cs.CL2026
Multi-Objective Exploration and Preference Optimization via Mutual Information
Hongyan Xie, Yikun Ban, Ruiyu Fang +4
Aligning large language models with diverse and heterogeneous human values requires multi-objective alignment methods to effectively trade off conflicting preference dimensions. Cu…
cs.LG2025
Neural Algorithmic Reasoning for Hypergraphs with Looped Transformers
Zekai Huang, Yingyu Liang, Zhenmei Shi +2
Looped Transformers have shown exceptional neural algorithmic reasoning capability in simulating traditional graph algorithms, but their application to more complex structures like…