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cs.CE2025

Task-Specific Sparse Feature Masks for Molecular Toxicity Prediction with Chemical Language Models

Kwun Sy Lee, Jiawei Chen, Fuk Sheng Ford Chung +3

Reliable in silico molecular toxicity prediction is a cornerstone of modern drug discovery, offering a scalable alternative to experimental screening. However, the black-box nature…

cs.CV2025

Are Image-to-Video Models Good Zero-Shot Image Editors?

Zechuan Zhang, Zhenyuan Chen, Zongxin Yang +1

Large-scale video diffusion models show strong world simulation and temporal reasoning abilities, but their use as zero-shot image editors remains underexplored. We introduce IF-Ed…

cs.CV2025

RSCC: A Large-Scale Remote Sensing Change Caption Dataset for Disaster Events

Zhenyuan Chen, Chenxi Wang, Ningyu Zhang +1

Remote sensing is critical for disaster monitoring, yet existing datasets lack temporal image pairs and detailed textual annotations. While single-snapshot imagery dominates curren…

cs.CL2025

NeuralDB: Scaling Knowledge Editing in LLMs to 100,000 Facts with Neural KV Database

Weizhi Fei, Hao Shi, Jing Xu +7

Efficiently editing knowledge stored in large language models (LLMs) enables model updates without large-scale training. One possible solution is Locate-and-Edit (L\&E), allowing s…

cs.LG2025

Rethinking Inductive Bias in Geographically Neural Network Weighted Regression

Zhenyuan Chen

Inductive bias is a key factor in spatial regression models, determining how well a model can learn from limited data and capture spatial patterns. This work revisits the inductive…