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Tutorial
Mon 17:00 Self-Supervised Learning: Self-Prediction and Contrastive Learning
Lilian Weng · Jong Wook Kim
Tutorial
Mon 17:00 Intro to self-supervised learning
Lilian Weng
Poster
Tue 8:30 Learning the optimal Tikhonov regularizer for inverse problems
Giovanni Alberti · Ernesto De Vito · Matti Lassas · Luca Ratti · Matteo Santacesaria
Poster
Tue 8:30 Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization
Kartik Ahuja · Ethan Caballero · Dinghuai Zhang · Jean-Christophe Gagnon-Audet · Yoshua Bengio · Ioannis Mitliagkas · Irina Rish
Poster
Tue 8:30 COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining
Yu Meng · Chenyan Xiong · Payal Bajaj · saurabh tiwary · Paul Bennett · Jiawei Han · XIA SONG
Poster
Tue 8:30 The balancing principle for parameter choice in distance-regularized domain adaptation
Werner Zellinger · Natalia Shepeleva · Marius-Constantin Dinu · Hamid Eghbal-zadeh · Hoan Duc Nguyen · Bernhard Nessler · Sergei Pereverzyev · Bernhard A. Moser
Poster
Tue 8:30 Predicting What You Already Know Helps: Provable Self-Supervised Learning
Jason Lee · Qi Lei · Nikunj Saunshi · JIACHENG ZHUO
Poster
Tue 8:30 PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition
Cheng-I Jeff Lai · Yang Zhang · Alexander Liu · Shiyu Chang · Yi-Lun Liao · Yung-Sung Chuang · Kaizhi Qian · Sameer Khurana · David Cox · Jim Glass
Poster
Tue 8:30 Unsupervised Part Discovery from Contrastive Reconstruction
Subhabrata Choudhury · Iro Laina · Christian Rupprecht · Andrea Vedaldi
Poster
Tue 8:30 Dynamic Bottleneck for Robust Self-Supervised Exploration
Chenjia Bai · Lingxiao Wang · Lei Han · Animesh Garg · Jianye Hao · Peng Liu · Zhaoran Wang
Poster
Tue 8:30 NORESQA: A Framework for Speech Quality Assessment using Non-Matching References
Pranay Manocha · Buye Xu · Anurag Kumar
Poster
Tue 8:30 VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text
Hassan Akbari · Liangzhe Yuan · Rui Qian · Wei-Hong Chuang · Shih-Fu Chang · Yin Cui · Boqing Gong