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Representation Learning

4516 directly classified papers

Papers per year

Papers

What Are You Token About? Differentiable Perturbed Top-k Token Selection for Scientific Document Summarization ACL 2024
Concept-aware Data Construction Improves In-context Learning of Language Models ACL 2024
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models ACL 2024
Tree-Planted Transformers: Unidirectional Transformer Language Models with Implicit Syntactic Supervision ACL 2024
Whose Emotions and Moral Sentiments do Language Models Reflect? ACL 2024
Train Once, Use Flexibly: A Modular Framework for Multi-Aspect Neural News Recommendation EMNLP 2024
Enhancing Hyperbolic Knowledge Graph Embeddings via Lorentz Transformations ACL 2024
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models ACL 2024
Deterministic Reversible Data Augmentation for Neural Machine Translation ACL 2024
Safe-Embed: Unveiling the Safety-Critical Knowledge of Sentence Encoders ACL 2024
Length-aware Byte Pair Encoding for Mitigating Over-segmentation in Korean Machine Translation ACL 2024
Latent Functional Maps: a spectral framework for representation alignment NIPS 2024
NeBLa: Neural Beer-Lambert for 3D Reconstruction of Oral Structures from Panoramic Radiographs AAAI 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 2024
Exploring Memorization in Fine-tuned Language Models ACL 2024
A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task ACL 2024
Efficient Dynamic Hard Negative Sampling for Dialogue Selection ACL 2024
Dense Projection for Anomaly Detection AAAI 2024
Sparse Enhanced Network: An Adversarial Generation Method for Robust Augmentation in Sequential Recommendation AAAI 2024
GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting AAAI 2024
Knowledge Enhanced Representation Learning for Drug Discovery AAAI 2024
QI-IRA: Quantum-Inspired Interactive Ranking Aggregation for Person Re-identification AAAI 2024
Probabilistic Modeling for Sequences of Sets in Continuous-Time AISTATS 2024
Understanding Distributed Representations of Concepts in Deep Neural Networks without Supervision AAAI 2024
CoSy: Evaluating Textual Explanations of Neurons NIPS 2024