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Representation Learning

4,925 papers

Papers per year

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Papers

MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior ICML 2023
Towards a better understanding of representation dynamics under TD-learning ICML 2023
Perturbation Analysis of Neural Collapse ICML 2023
Overcoming Simplicity Bias in Deep Networks using a Feature Sieve ICML 2023
Discrete Key-Value Bottleneck ICML 2023
InfoDiffusion: Representation Learning Using Information Maximizing Diffusion Models ICML 2023
Marginalization is not Marginal: No Bad VAE Local Minima when Learning Optimal Sparse Representations ICML 2023
dugMatting: Decomposed-Uncertainty-Guided Matting ICML 2023
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression ICML 2023
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering ICML 2023
Are Neurons Actually Collapsed? On the Fine-Grained Structure in Neural Representations ICML 2023
Learning useful representations for shifting tasks and distributions ICML 2023
Transformed Distribution Matching for Missing Value Imputation ICML 2023
Simplified Temporal Consistency Reinforcement Learning ICML 2023
G2Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns IJCAI 2023
Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation IJCAI 2023
Formal Explanations of Neural Network Policies for Planning IJCAI 2023
Topological Data Analysis for Speech Processing INTERSPEECH 2023
DeePMOS: Deep Posterior Mean-Opinion-Score of Speech INTERSPEECH 2023
Learning Local to Global Feature Aggregation for Speech Emotion Recognition INTERSPEECH 2023
Exploiting Emotion Information in Speaker Embeddings for Expressive Text-to-Speech INTERSPEECH 2023
Phonetic-assisted Multi-Target Units Modeling for Improving Conformer-Transducer ASR system INTERSPEECH 2023
Evaluating context-invariance in unsupervised speech representations INTERSPEECH 2023
N-best T5: Robust ASR Error Correction using Multiple Input Hypotheses and Constrained Decoding Space INTERSPEECH 2023
Leveraging Label Information for Multimodal Emotion Recognition INTERSPEECH 2023