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Representation Learning

2843 directly classified papers

Papers per year

Papers

Contrastive Entity Coreference and Disambiguation for Historical Texts EMNLP 2024
GraFITi: Graphs for Forecasting Irregularly Sampled Time Series AAAI 2024
Mitigating Frequency Bias and Anisotropy in Language Model Pre-Training with Syntactic Smoothing EMNLP 2024
Consistent Bidirectional Language Modelling: Expressive Power and Representational Conciseness EMNLP 2024
Adversarially Balanced Representation for Continuous Treatment Effect Estimation AAAI 2024
Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation CVPR 2024
Learning Multi-Dimensional Human Preference for Text-to-Image Generation CVPR 2024
Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification EMNLP 2024
SubgDiff: A Subgraph Diffusion Model to Improve Molecular Representation Learning NIPS 2024
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024
Unsupervised Human Preference Learning EMNLP 2024
Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach AAAI 2024
Understanding Inverse Scaling and Emergence in Multitask Representation Learning AISTATS 2024
Sample Efficient Learning of Factored Embeddings of Tensor Fields AISTATS 2024
How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024
Consistency of Dictionary-Based Manifold Learning AISTATS 2024
Towards Practical Non-Adversarial Distribution Matching AISTATS 2024
Tracking the perspectives of interacting language models EMNLP 2024
SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024
Conditions on Preference Relations that Guarantee the Existence of Optimal Policies AISTATS 2024
Approximate Bayesian Class-Conditional Models under Continuous Representation Shift AISTATS 2024
Sõnajaht: Definition Embeddings and Semantic Search for Reverse Dictionary Creation NAACL 2024
Towards Interpretable Hate Speech Detection using Large Language Model-extracted Rationales NAACL 2024
Lookback Lens: Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps EMNLP 2024
Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers AISTATS 2024