2 papers
cs.CV2026
When Diffusion Breaks Constraints: Sequential Autoregressive Generation with RL and MCTS
Zirui Zhao, Boye Niu, Harold Soh +2
Data-driven generative models excel in language and vision, but diffusion models often fail in constrained planning and design tasks, exhibiting severe constraint violations in eng…
cs.AI2024
On the Empirical Complexity of Reasoning and Planning in LLMs
Liwei Kang, Zirui Zhao, David Hsu +1
Chain-of-thought (CoT), tree-of-thought (ToT), and related techniques work surprisingly well in practice for some complex reasoning tasks with Large Language Models (LLMs), but why…