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Self-Supervised Learning

8,255 papers

Papers per year

Papers

Goal-Aware Cross-Entropy for Multi-Target Reinforcement Learning NIPS 2021
Accumulative Poisoning Attacks on Real-time Data NIPS 2021
Invariant Causal Imitation Learning for Generalizable Policies NIPS 2021
IQ-Learn: Inverse soft-Q Learning for Imitation NIPS 2021
Revitalizing CNN Attention via Transformers in Self-Supervised Visual Representation Learning NIPS 2021
See More for Scene: Pairwise Consistency Learning for Scene Classification NIPS 2021
Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss NIPS 2021
Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations NIPS 2021
PlayVirtual: Augmenting Cycle-Consistent Virtual Trajectories for Reinforcement Learning NIPS 2021
MarioNette: Self-Supervised Sprite Learning NIPS 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning NIPS 2021
Computer-Aided Design as Language NIPS 2021
Improving Contrastive Learning on Imbalanced Data via Open-World Sampling NIPS 2021
Contrastive Learning of Global and Local Video Representations NIPS 2021
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks NIPS 2021
Learning to Draw: Emergent Communication through Sketching NIPS 2021
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural Networks NIPS 2021
Open-set Label Noise Can Improve Robustness Against Inherent Label Noise NIPS 2021
Learning MDPs from Features: Predict-Then-Optimize for Sequential Decision Making by Reinforcement Learning NIPS 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation NIPS 2021
Neural Hybrid Automata: Learning Dynamics With Multiple Modes and Stochastic Transitions NIPS 2021
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity NIPS 2021
Intriguing Properties of Contrastive Losses NIPS 2021
Residual Relaxation for Multi-view Representation Learning NIPS 2021
Multi-View Representation Learning via Total Correlation Objective NIPS 2021