2 papers
cs.LG2026
Beyond Pairwise: Empowering LLM Alignment With Ranked Choice Modeling
Yuxuan Tang, Yifan Feng
Alignment of large language models (LLMs) has predominantly relied on pairwise preference optimization, where annotators select the better of two responses to a prompt. While simpl…
cs.CV2025
Animate-X++: Universal Character Image Animation with Dynamic Backgrounds
Shuai Tan, Biao Gong, Zhuoxin Liu +4
Character image animation, which generates high-quality videos from a reference image and target pose sequence, has seen significant progress in recent years. However, most existin…