From the 1 of 19 linked papers with an AI index.
19 papers
Pixel Ignores, Superpixel Sees: Adverse Weather Image Restoration via Semantic-Center SSM
Dayu Li, Shihao Zhou, Leizhi Shu +3
Adverse weather image restoration aims to recover clear visibility from degraded images in complex weather conditions. Existing works attempt to address this problem by modeling re…
Judging Is Not Enumerating: Silent Omissions in LLM-Authored Acceptable Sets
Wenhui Chen, Jianlin Chen, Ziyao Lin +2
Language models are increasingly promoted from examinees to examiners: they write the test suites, answer keys, rubrics, and reward functions that define correctness for other syst…
Auditing Discovery Claims: A Two-Sided Criterion for Agentic Science, with the Negative Side Decidable
Wenhui Chen, Jianlin Chen, Ziyao Lin +1
When a self-improving AI-for-science system claims a new capability, the evidence is usually a benchmark delta, a description-length gate, or a p-value. None separates a real gain…
SIPTraj: Map-Free End-to-End Trajectory Prediction via Physics-Guided Scene Interaction
Feifei Liu, Zejun Wei, Haozhe Wang +6
Trajectory prediction of surrounding agents is a prerequisite for safe planning and decision making in autonomous driving. Without high-definition (HD) maps, sensor-derived bird's-…
Cross-Coordinate Correspondence Pruning for Image-to-Point Cloud Registration
Xin Liu, Rong Qin, Huipeng Lin +5
Recent detection-free approaches have shown significant efficacy in image-to-point cloud (I2P) registration by employing a coarse-to-fine matching pipeline. In the coarse stage, do…
The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale
Wenhui Chen, Jianlin Chen, Ziyao Lin +1
The paper proposes that the ability of sequence models to solve tasks depends more on their internal access structure (a compressive state channel plus a scalable index channel) th…