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Representation Learning

2843 directly classified papers

Papers per year

Papers

Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022
A Theoretical Analysis on Independence-driven Importance Weighting for Covariate-shift Generalization ICML 2022
Locally Sparse Neural Networks for Tabular Biomedical Data ICML 2022
Correct-N-Contrast: a Contrastive Approach for Improving Robustness to Spurious Correlations ICML 2022
Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning approach ICML 2022
Learning from Counterfactual Links for Link Prediction ICML 2022
Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning ICML 2022
Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022
Describing Differences between Text Distributions with Natural Language ICML 2022
WikiHan: A New Comparative Dataset for Chinese Languages COLING 2022
Speaker Clustering in Textual Dialogue with Pairwise Utterance Relation and Cross-corpus Dialogue Act Supervision COLING 2022
Open-Domain Dialog Evaluation Using Follow-Ups Likelihood COLING 2022
Gestures Are Used Rationally: Information Theoretic Evidence from Neural Sequential Models COLING 2022
Do Language Models Make Human-like Predictions about the Coreferents of Italian Anaphoric Zero Pronouns? COLING 2022
Learning Decoupled Retrieval Representation for Nearest Neighbour Neural Machine Translation COLING 2022
SBERT studies Meaning Representations: Decomposing Sentence Embeddings into Explainable Semantic Features AACL 2022
Dual Mechanism Priming Effects in Hindi Word Order AACL 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters NAACL 2022
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning NAACL 2022
Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation NAACL 2022
Event Schema Induction with Double Graph Autoencoders NAACL 2022
MERIT: Learning Multi-level Representations on Temporal Graphs IJCAI 2022
Discrete Listwise Personalized Ranking for Fast Top-N Recommendation with Implicit Feedback IJCAI 2022
Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning IJCAI 2022