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Representation Learning

20,812 papers

Papers per year

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Papers

Improving Robustness via Tilted Exponential Layer: A Communication-Theoretic Perspective AISTATS 2024
Sample Efficient Learning of Factored Embeddings of Tensor Fields AISTATS 2024
The AL$\ell_0$CORE Tensor Decomposition for Sparse Count Data AISTATS 2024
Mixture-of-Linear-Experts for Long-term Time Series Forecasting AISTATS 2024
Understanding Inverse Scaling and Emergence in Multitask Representation Learning AISTATS 2024
Differentiable Rendering with Reparameterized Volume Sampling AISTATS 2024
Computation with Sequences of Assemblies in a Model of the Brain ALT 2024
RedEx: Beyond Fixed Representation Methods via Convex Optimization ALT 2024
Universal Representation of Permutation-Invariant Functions on Vectors and Tensors ALT 2024
Extracting the Multiscale Causal Backbone of Brain Dynamics CLEAR 2024
Towards the Reusability and Compositionality of Causal Representations CLEAR 2024
On the Identifiability of Quantized Factors CLEAR 2024
Identifying Linearly-Mixed Causal Representations from Multi-Node Interventions CLEAR 2024
Low-Rank Approximation of Structural Redundancy for Self-Supervised Learning CLEAR 2024
ABLE: Agency-BeLiefs Embedding to Address Stereotypical Bias through Awareness Instead of Obliviousness COLING 2024
Abstract-level Deductive Reasoning for Pre-trained Language Models COLING 2024
A Closer Look at Clustering Bilingual Comparable Corpora COLING 2024
A Comparative Analysis of Word-Level Metric Differential Privacy: Benchmarking the Privacy-Utility Trade-off COLING 2024
A Computational Approach to Quantifying Grammaticization of English Deverbal Prepositions COLING 2024
Adding SPICE to Life: Speaker Profiling in Multiparty Conversations COLING 2024
A Generative Model for Lambek Categorial Sequents COLING 2024
A Matter of Perspective: Building a Multi-Perspective Annotated Dataset for the Study of Literary Quality COLING 2024
Anchor and Broadcast: An Efficient Concept Alignment Approach for Evaluation of Semantic Graphs COLING 2024
An Evaluation of Croatian ASR Models for Čakavian Transcription COLING 2024
Annotation of Japanese Discourse Relations Focusing on Concessive Inferences COLING 2024