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representation learning

6206 papers

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Also known as

RL

Co-occurring keywords

contrastive learning (4032) self-supervised learning (3777) transfer learning (5449) neural network (6616) unsupervised learning (3264) graph neural network (3962) multimodal learning (4645) domain adaptation (4595) feature learning (1311) language model (4599)

Papers

Relaxing Equivariance Constraints with Non-stationary Continuous Filters NIPS 2022
Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection NIPS 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning NIPS 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization NIPS 2022
Uncovering the Structural Fairness in Graph Contrastive Learning NIPS 2022
First is Better Than Last for Language Data Influence NIPS 2022
Compositional generalization through abstract representations in human and artificial neural networks NIPS 2022
Social-Inverse: Inverse Decision-making of Social Contagion Management with Task Migrations NIPS 2022
Transferring Pre-trained Multimodal Representations with Cross-modal Similarity Matching NIPS 2022
Label-invariant Augmentation for Semi-Supervised Graph Classification NIPS 2022
On the Strong Correlation Between Model Invariance and Generalization NIPS 2022
Improved Algorithms for Neural Active Learning NIPS 2022
LieGG: Studying Learned Lie Group Generators NIPS 2022
Mask-based Latent Reconstruction for Reinforcement Learning NIPS 2022
Meta-Learning Dynamics Forecasting Using Task Inference NIPS 2022
RSA: Reducing Semantic Shift from Aggressive Augmentations for Self-supervised Learning NIPS 2022
Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing NIPS 2022
Biological Learning of Irreducible Representations of Commuting Transformations NIPS 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome NIPS 2022
AutoST: Towards the Universal Modeling of Spatio-temporal Sequences NIPS 2022
SIREN: Shaping Representations for Detecting Out-of-Distribution Objects NIPS 2022
Redundant representations help generalization in wide neural networks NIPS 2022
ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography NIPS 2022
Optimal Positive Generation via Latent Transformation for Contrastive Learning NIPS 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos NIPS 2022