3 papers
cs.AI2026
DiffPDE: Masked Diffusion Language Models as PDE Solver
Wenxuan Guo, Yuyang Hong, Lubin Fan +4
Existing approaches for synthesizing Partial Differential Equation (PDE) solvers predominantly rely on autoregressive models, yet their global left-to-right decoding incurs substan…
cs.CV2025
Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the Wild
Wanpeng Hu, Haodi Liu, Lin Chen +4
Complex visual reasoning remains a key challenge today. Typically, the challenge is tackled using methodologies such as Chain of Thought (COT) and visual instruction tuning. Howeve…
cs.CV2025
Efficient Redundancy Reduction for Open-Vocabulary Semantic Segmentation
Lin Chen, Qi Yang, Kun Ding +5
Open-vocabulary semantic segmentation (OVSS) is an open-world task that aims to assign each pixel within an image to a specific class defined by arbitrary text descriptions. While…