Deep learning for malignancy and tumor origin prediction using cytology or histopathology whole slide images
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Mechanism Shift During Post-training from Autoregressive to Masked Diffusion Language Models
arXiv:2601.14758v2 Announce Type: replace-cross Abstract: Post-training pretrained Autoregressive models (ARMs) into Masked Diffusion models (MDMs) has emerged as a cost-effective…
DualShield: Safe Model Predictive Diffusion via Reachability Analysis for Interactive Autonomous Driving
arXiv:2601.15729v1 Announce Type: cross Abstract: Diffusion models have emerged as a powerful approach for multimodal motion planning in autonomous driving.…
FAIR-ESI: Feature Adaptive Importance Refinement for Electrophysiological Source Imaging
arXiv:2601.15731v1 Announce Type: cross Abstract: An essential technique for diagnosing brain disorders is electrophysiological source imaging (ESI). While model-based optimization…
Recommending Best Paper Awards for ML/AI Conferences via the Isotonic Mechanism
arXiv:2601.15249v2 Announce Type: replace-cross Abstract: Machine learning and artificial intelligence conferences such as NeurIPS and ICML now regularly receive tens…
Gated Sparse Attention: Combining Computational Efficiency with Training Stability for Long-Context Language Models
arXiv:2601.15305v1 Announce Type: new Abstract: The computational burden of attention in long-context language models has motivated two largely independent lines…
Performance and Complexity Trade-off Optimization of Speech Models During Training
arXiv:2601.13704v2 Announce Type: replace-cross Abstract: In speech machine learning, neural network models are typically designed by choosing an architecture with…
An Agentic Operationalization of DISARM for FIMI Investigation on Social Media
arXiv:2601.15109v1 Announce Type: cross Abstract: The interoperability of data and intelligence across allied partners and their respective end-user groups is…