Attention Meets Post-hoc Interpretability: A Mathematical Perspectiveby Gianluigi Lopardo, Frederic Precioso, Damien GarreauFirst submitted to…
How Does Unlabeled Data Provably Help Out-of-Distribution Detection?by Xuefeng Du, Zhen Fang, Ilias Diakonikolas, Yixuan…
Neural networks for abstraction and reasoning: Towards broad generalization in machinesby Mikel Bober-Irizar, Soumya BanerjeeFirst…
Regulation Games for Trustworthy Machine Learningby Mohammad Yaghini, Patty Liu, Franziska Boenisch, Nicolas PapernotFirst submitted…
Zero-shot Object-Level OOD Detection with Context-Aware Inpaintingby Quang-Huy Nguyen, Jin Peng Zhou, Zhenzhen Liu, Khanh-Huyen…
Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentationsby Helen Qu, Sang Michael XieFirst submitted…
Challenges in Variable Importance Ranking Under Correlationby Annie Liang, Thomas Jemielita, Andy Liaw, Vladimir Svetnik,…
Guidance with Spherical Gaussian Constraint for Conditional Diffusionby Lingxiao Yang, Shutong Ding, Yifan Cai, Jingyi…
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusionby Xing Han, Huy Nguyen, Carl Harris, Nhat Ho, Suchi…
PINN-BO: A Black-box Optimization Algorithm using Physics-Informed Neural Networksby Dat Phan-Trong, Hung The Tran, Alistair…