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representation learning

6174 papers

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Also known as

WAV2VEC2.0 RL NRMS NDFS

Co-occurring keywords

contrastive learning (3979) self-supervised learning (3751) transfer learning (5442) neural network (6616) unsupervised learning (3255) graph neural network (3945) multimodal learning (4622) domain adaptation (4578) feature learning (1309) language model (4573)

Papers

Why Do Better Loss Functions Lead to Less Transferable Features? NIPS 2021
Local Disentanglement in Variational Auto-Encoders Using Jacobian $L_1$ Regularization NIPS 2021
Uncertainty-Aware Multi-View Representation Learning AAAI 2021
A Bayesian Framework for Information-Theoretic Probing EMNLP 2021
Revealing the Structure of Deep Neural Networks via Convex Duality ICML 2021
Parameterless Transductive Feature Re-representation for Few-Shot Learning ICML 2021
Exploiting Shared Representations for Personalized Federated Learning ICML 2021
Simple induction of (deterministic) probabilistic finite-state automata for phonotactics by stochastic gradient descent ACL 2021
Unsupervised Extractive Summarization-Based Representations for Accurate and Explainable Collaborative Filtering ACL 2021
Conditional Independence for Pretext Task Selection in Self-Supervised Speech Representation Learning INTERSPEECH 2021
Learning from Nested Data with Ornstein Auto-Encoders ICML 2021
Missing Modality Imagination Network for Emotion Recognition with Uncertain Missing Modalities ACL 2021
Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19 AAAI 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction ICML 2021
Disentangled Representation Learning in Heterogeneous Information Network for Large-scale Android Malware Detection in the COVID-19 Era and Beyond AAAI 2021
KnowMAN: Weakly Supervised Multinomial Adversarial Networks EMNLP 2021
The Value-Improvement Path: Towards Better Representations for Reinforcement Learning AAAI 2021
Self-supervised Graph-level Representation Learning with Local and Global Structure ICML 2021
Tensor Programs IV: Feature Learning in Infinite-Width Neural Networks ICML 2021
Not All Models Localize Linguistic Knowledge in the Same Place: A Layer-wise Probing on BERToids’ Representations EMNLP 2021
Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers EMNLP 2021
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models EMNLP 2021
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval EMNLP 2021
Keyphrase Extraction with Incomplete Annotated Training Data EMNLP 2021
Variational Empowerment as Representation Learning for Goal-Conditioned Reinforcement Learning ICML 2021