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Representation Learning

2843 directly classified papers

Papers per year

Papers

Measuring Dejavu Memorization Efficiently NIPS 2024
Ranking Entities along Conceptual Space Dimensions with LLMs: An Analysis of Fine-Tuning Strategies ACL 2024
Efficiency for Free: Ideal Data Are Transportable Representations NIPS 2024
Smoke and Mirrors in Causal Downstream Tasks NIPS 2024
Self-Consistent Reasoning-based Aspect-Sentiment Quad Prediction with Extract-Then-Assign Strategy ACL 2024
CausalCite: A Causal Formulation of Paper Citations ACL 2024
FUSE: Fast Unified Simulation and Estimation for PDEs NIPS 2024
ST$_k$: A Scalable Module for Solving Top-k Problems NIPS 2024
Zero-shot Cross-lingual Alignment for Embedding Initialization ACL 2024
Natural Counterfactuals With Necessary Backtracking NIPS 2024
Policy-shaped prediction: avoiding distractions in model-based reinforcement learning NIPS 2024
Learning To Recognize Occluded and Small Objects With Partial Inputs WACV 2024
Forward-Backward Reasoning in Large Language Models for Mathematical Verification ACL 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis NIPS 2024
Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting NIPS 2024
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors NIPS 2024
Exploiting Representation Curvature for Boundary Detection in Time Series NIPS 2024
Alirector: Alignment-Enhanced Chinese Grammatical Error Corrector ACL 2024
Association Pattern-aware Fusion for Biological Entity Relationship Prediction NIPS 2024
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images NIPS 2024
NeuralSolver: Learning Algorithms For Consistent and Efficient Extrapolation Across General Tasks NIPS 2024
Analyzing & Reducing the Need for Learning Rate Warmup in GPT Training NIPS 2024
OOD Aware Supervised Contrastive Learning WACV 2024
Semantics or spelling? Probing contextual word embeddings with orthographic noise ACL 2024
Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024