Anatomy of Capability Emergence: Scale-Invariant Representation Collapse and Top-Down Reorganization in Neural Networks
arXiv:2602.15997v2 Announce Type: replace-cross Abstract: Capability emergence during neural network training remains mechanistically opaque. We track five geometric measures across…
Probability-Invariant Random Walk Learning on Gyral Folding-Based Cortical Similarity Networks for Alzheimer’s and Lewy Body Dementia Diagnosis
arXiv:2602.17557v1 Announce Type: cross Abstract: Alzheimer’s disease (AD) and Lewy body dementia (LBD) present overlapping clinical features yet require distinct…
SpectralGCD: Spectral Concept Selection and Cross-modal Representation Learning for Generalized Category Discovery
arXiv:2602.17395v1 Announce Type: cross Abstract: Generalized Category Discovery (GCD) aims to identify novel categories in unlabeled data while leveraging a…
An Adaptive Differentially Private Federated Learning Framework with Bi-level Optimization
arXiv:2602.06838v2 Announce Type: replace Abstract: Federated learning enables collaborative model training across distributed clients while preserving data privacy. However, in…
AI-Assisted Decision Making with Human Learning
arXiv:2502.13062v2 Announce Type: replace Abstract: AI systems increasingly support human decision-making. In many cases, despite the algorithm’s superior performance, the…
Automated Web Application Testing: End-to-End Test Case Generation with Large Language Models and Screen Transition Graphs
arXiv:2506.02529v2 Announce Type: replace-cross Abstract: Web applications are critical to modern software ecosystems, yet ensuring their reliability remains challenging due…
AIdentifyAGE Ontology for Decision Support in Forensic Dental Age Assessment
arXiv:2602.16714v1 Announce Type: new Abstract: Age assessment is crucial in forensic and judicial decision-making, particularly in cases involving undocumented individuals…