语言大模型 / LLM

PITA: Preference-Guided Inference-Time Alignment for LLM Post-Training

Sarat Chandra Bobbili, Ujwal Dinesha, Dheeraj Narasimha, Srinivas Shakkottai

机构 * Texas A&M University（德克萨斯A&M大学） ； Inria（法国国家信息与自动化研究所） 纠错

专题命中 后训练与偏好优化 ：LLM(title,abstract)；post-training(title,abstract)；large language model(abstract)；language model(abstract)

Music Flamingo: Scaling Music Understanding in Audio Language Models

Sreyan Ghosh, Arushi Goel, Lasha Koroshinadze, Sang-gil Lee, Zhifeng Kong, Joao Felipe Santos, Ramani Duraiswami, Dinesh Manocha, Wei Ping, Mohammad Shoeybi, Bryan Catanzaro

机构 * NVIDIA, CA, USA（NVIDIA公司） ； University of Maryland, College Park, USA（大学） 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；post-training(abstract)；分类 cs.CL

Comments Project Page: https://research.nvidia.com/labs/adlr/MF/

EPO: Diverse and Realistic Protein Ensemble Generation via Energy Preference Optimization

Yuancheng Sun, Yuxuan Ren, Zhaoming Chen, Xu Han, Kang Liu, Qiwei Ye

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)；分类 cs.LG

Comments Accepted as AAAI 2026 Poster

UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization

Zhanhong Fang, Debing Wang, Jinbiao Chen, Jiahai Wang, Zizhen Zhang

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)