CogFlow: Bridging Perception and Reasoning through Knowledge Internalization for Visual Mathematical Problem Solving
arXiv:2601.01874v1 Announce Type: cross Abstract: Despite significant progress, multimodal large language models continue to struggle with visual mathematical problem solving.…
Scale-aware Adaptive Supervised Network with Limited Medical Annotations
arXiv:2601.01005v1 Announce Type: cross Abstract: Medical image segmentation faces critical challenges in semi-supervised learning scenarios due to severe annotation scarcity…
Safety at One Shot: Patching Fine-Tuned LLMs with A Single Instance
arXiv:2601.01887v2 Announce Type: cross Abstract: Fine-tuning safety-aligned large language models (LLMs) can substantially compromise their safety. Previous approaches require many…
Controllable Flow Matching for Online Reinforcement Learning
arXiv:2511.06816v2 Announce Type: replace-cross Abstract: Model-based reinforcement learning (MBRL) typically relies on modeling environment dynamics for data efficiency. However, due…
RSwinV2-MD: An Enhanced Residual SwinV2 Transformer for Monkeypox Detection from Skin Images
arXiv:2601.01835v1 Announce Type: cross Abstract: In this paper, a deep learning approach for Mpox diagnosis named Customized Residual SwinTransformerV2 (RSwinV2)…
Intention Collapse: Intention-Level Metrics for Reasoning in Language Models
arXiv:2601.01011v1 Announce Type: cross Abstract: Every act of language generation compresses a rich internal state into a single token sequence.…
A Practitioner’s Guide to Kolmogorov-Arnold Networks
arXiv:2510.25781v3 Announce Type: replace-cross Abstract: Kolmogorov-Arnold Networks (KANs), whose design is inspired-rather than dictated-by the Kolmogorov superposition theorem, have emerged…
The Machine Learning Canvas: Empirical Findings on Why Strategy Matters More Than AI Code Generation
arXiv:2601.01839v1 Announce Type: cross Abstract: Despite the growing popularity of AI coding assistants, over 80% of machine learning (ML) projects…
WildIng: A Wildlife Image Invariant Representation Model for Geographical Domain Shift
arXiv:2601.00993v1 Announce Type: cross Abstract: Wildlife monitoring is crucial for studying biodiversity loss and climate change. Camera trap images provide…
UltraGS: Real-Time Physically-Decoupled Gaussian Splatting for Ultrasound Novel View Synthesis
arXiv:2511.07743v2 Announce Type: replace-cross Abstract: Ultrasound imaging is a cornerstone of non-invasive clinical diagnostics, yet its limited field of view…