Deep Learning
STAR-Caps: Capsule Networks with Straight-Through Attentive Routing
Karim Ahmed, Lorenzo Torresani
Neural Information Processing Systems http://nips.cc/
Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks
Neural Information Processing Systems http://nips.cc/
Generative modeling for protein structures
Neural Information Processing Systems http://nips.cc/
Practical Deep Stereo (PDS): Toward applications-friendly deep stereo matching
Stepan Tulyakov, Anton Ivanov, François Fleuret
Neural Information Processing Systems http://nips.cc/
Diffusion Models are Certifiably Robust Classifiers
Among these, diffusion classifiers, utilizing powerful diffusion models, have demonstrated superior empirical robustness.
Online Normalization for Training Neural Networks
Vitaliy Chiley, Ilya Sharapov, Atli Kosson, Urs Koster, Ryan Reece, Sofia Samaniego de la Fuente, Vishal Subbiah, Michael James
Neural Information Processing Systems http://nips.cc/
Learning Pipelines with Limited Data and Domain Knowledge: A Study in Parsing Physics Problems
Mrinmaya Sachan, Kumar Avinava Dubey, Tom M. Mitchell, Dan Roth, Eric P. Xing
Neural Information Processing Systems http://nips.cc/
