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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

The Architectural Bottleneck Principle EMNLP 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings EMNLP 2022
Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis EMNLP 2022
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble EMNLP 2022
Subword-Delimited Downsampling for Better Character-Level Translation EMNLP 2022
HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold EMNLP 2022
Probing for Constituency Structure in Neural Language Models EMNLP 2022
Analyzing the Representational Geometry of Acoustic Word Embeddings EMNLP 2022
Understanding Domain Learning in Language Models Through Subpopulation Analysis EMNLP 2022
Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022
Decomposing Natural Logic Inferences for Neural NLI EMNLP 2022
Improving information fusion on multimodal clinical data in classification settings EMNLP 2022
Fine-grained Multi-lingual Disentangled Autoencoder for Language-agnostic Representation Learning EMNLP 2022
Efficient Multi-agent Communication via Self-supervised Information Aggregation NIPS 2022
Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022
Deep Clustering of Text Representations for Supervision-Free Probing of Syntax AAAI 2022
SAIL: Self-Augmented Graph Contrastive Learning AAAI 2022
EqGNN: Equalized Node Opportunity in Graphs AAAI 2022
Learning Bounded Context-Free-Grammar via LSTM and the Transformer: Difference and the Explanations AAAI 2022
Max-Margin Contrastive Learning AAAI 2022
I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and Embedding AAAI 2022
Adaptive Kernel Graph Neural Network AAAI 2022
Multi-Relational Graph Representation Learning with Bayesian Gaussian Process Network AAAI 2022
Multi-Dimensional Prediction of Guild Health in Online Games: A Stability-Aware Multi-Task Learning Approach AAAI 2022
Unsupervised Adversarially Robust Representation Learning on Graphs AAAI 2022