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Spotlight
Wed Jul 20 01:30 PM -- 01:35 PM (PDT) @ Room 301 - 303
The Infinite Contextual Graph Markov Model
In DL: Algorithms
Daniele Castellana · Federico Errica · Davide Bacciu · Alessio Micheli
Spotlight
Wed Jul 20 01:35 PM -- 01:40 PM (PDT) @ Room 301 - 303
RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression
In DL: Algorithms
Yu Gong · Greg Mori · Frederick Tung
Spotlight
Wed Jul 20 01:40 PM -- 01:45 PM (PDT) @ Room 301 - 303
Detached Error Feedback for Distributed SGD with Random Sparsification
In DL: Algorithms
An Xu · Heng Huang
Spotlight
Wed Jul 20 01:45 PM -- 01:50 PM (PDT) @ Room 301 - 303
Training OOD Detectors in their Natural Habitats
In DL: Algorithms
Julian Katz-Samuels · Julia Nakhleh · Robert Nowak · Yixuan Li
Spotlight
Wed Jul 20 01:50 PM -- 01:55 PM (PDT) @ Room 301 - 303
Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural Networks
In DL: Algorithms
Weiran Lin · Keane Lucas · Lujo Bauer · Michael Reiter · Mahmood Sharif
Spotlight
Wed Jul 20 01:55 PM -- 02:00 PM (PDT) @ Room 301 - 303
Neural Tangent Kernel Empowered Federated Learning
In DL: Algorithms
Kai Yue · Richeng Jin · Ryan Pilgrim · Chau-Wai Wong · Dror Baron · Huaiyu Dai
Spotlight
Wed Jul 20 02:00 PM -- 02:05 PM (PDT) @ Room 301 - 303
Probabilistically Robust Learning: Balancing Average- and Worst-case Performance
In DL: Algorithms
Alex Robey · Luiz F. O. Chamon · George J. Pappas · Hamed Hassani
Oral
Wed Jul 20 02:05 PM -- 02:25 PM (PDT) @ Room 301 - 303
Adversarially trained neural representations are already as robust as biological neural representations
In DL: Algorithms
Chong Guo · Michael Lee · Guillaume Leclerc · Joel Dapello · Yug Rao · Aleksander Madry · James DiCarlo
Spotlight
Wed Jul 20 02:25 PM -- 02:30 PM (PDT) @ Room 301 - 303
Feature Space Particle Inference for Neural Network Ensembles
In DL: Algorithms
Shingo Yashima · Teppei Suzuki · Kohta Ishikawa · Ikuro Sato · Rei Kawakami
Spotlight
Wed Jul 20 02:30 PM -- 02:35 PM (PDT) @ Room 301 - 303
A Study on the Ramanujan Graph Property of Winning Lottery Tickets
In DL: Algorithms
Bithika Pal · Arindam Biswas · Sudeshna Kolay · Pabitra Mitra · Biswajit Basu
Spotlight
Wed Jul 20 02:35 PM -- 02:40 PM (PDT) @ Room 301 - 303
PAC-Net: A Model Pruning Approach to Inductive Transfer Learning
In DL: Algorithms
Sanghoon Myung · In Huh · Wonik Jang · Jae Myung Choe · Jisu Ryu · Daesin Kim · Kee-Eung Kim · Changwook Jeong
Spotlight
Wed Jul 20 02:40 PM -- 02:45 PM (PDT) @ Room 301 - 303
EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning
In DL: Algorithms
Shay Vargaftik · Ran Ben Basat · Amit Portnoy · Gal Mendelson · Yaniv Ben Itzhak · Michael Mitzenmacher
Spotlight
Wed Jul 20 02:45 PM -- 02:50 PM (PDT) @ Room 301 - 303
Fisher SAM: Information Geometry and Sharpness Aware Minimisation
In DL: Algorithms
Minyoung Kim · Da Li · Xu Hu · Timothy Hospedales
Spotlight
Wed Jul 20 02:50 PM -- 02:55 PM (PDT) @ Room 301 - 303
Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry
In DL: Algorithms
Fabrizio Pittorino · Antonio Ferraro · Gabriele Perugini · Christoph Feinauer · Carlo Baldassi · RIccardo Zecchina
Spotlight
Wed Jul 20 02:55 PM -- 03:00 PM (PDT) @ Room 301 - 303
Towards Understanding Sharpness-Aware Minimization
In DL: Algorithms
Maksym Andriushchenko · Nicolas Flammarion