← Learning Types
Machine Learning › Learning Types ›

Representation Learning

2843 directly classified papers

Papers per year

Papers

Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025
VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025
The discordance between embedded ethics and cultural inference in large language models EMNLP 2025
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis EMNLP 2025
Neuron-Level Differentiation of Memorization and Generalization in Large Language Models EMNLP 2025
Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs EMNLP 2025
CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment EMNLP 2025
REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing EMNLP 2025
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025
Improving Consistency in LLM Inference using Probabilistic Tokenization NAACL 2025
Uniform Information Density and Syntactic Reduction: Revisiting *that*-Mentioning in English Complement Clauses EMNLP 2025
FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025
Discriminating Form and Meaning in Multilingual Models with Minimal-Pair ABX Tasks EMNLP 2025
Towards Robust Deterministic and Probabilistic Modeling for Predictive Learning IJCAI 2025
Suit the Node Pair to the Case: A Multi-Scale Node Pair Grouping Strategy for Graph-MLP Distillation IJCAI 2025
PrimeX: A Dataset of Worldview, Opinion, and Explanation EMNLP 2025
ReSeeding Latent States for Sequential Language Understanding EMNLP 2025
Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025
Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025
Spatio-temporal Prototype-based Hierarchical Learning for OD Demand Prediction IJCAI 2025
The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025
Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025
Transformer-Based Temporal Information Extraction and Application: A Review EMNLP 2025
Expectation Preference Optimization: Reliable Preference Estimation for Improving the Reasoning Capability of Large Language Models EMNLP 2025
Conditional Causal Representation Learning for Heterogeneous Single-cell RNA Data Integration and Prediction IJCAI 2025