← Learning Types
Machine Learning › Learning Types ›

Self-Supervised Learning

8255 directly classified papers

Papers per year

Papers

DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025
MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025
Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps EMNLP 2025
AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction EMNLP 2025
CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025
How do autoregressive transformers solve full addition? EMNLP 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025
CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment EMNLP 2025
Enhancing Chain-of-Thought Reasoning via Neuron Activation Differential Analysis EMNLP 2025
ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks EMNLP 2025
Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025
Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval EMNLP 2025
Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts EMNLP 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering EMNLP 2025
Enhancing Chinese Offensive Language Detection with Homophonic Perturbation EMNLP 2025
ReSeeding Latent States for Sequential Language Understanding EMNLP 2025
Rank-Awareness and Angular Constraints: A New Perspective on Learning Sentence Embeddings from NLI Data EMNLP 2025
APR-RD: Complemental Two Steps for Self-Supervised Real Image Denoising AAAI 2025
Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025
NightHaze: Nighttime Image Dehazing via Self-Prior Learning AAAI 2025
Linguistic and Embedding-Based Profiling of Texts Generated by Humans and Large Language Models EMNLP 2025
Few-Shot Fine-Grained Image Classification with Progressively Feature Refinement and Continuous Relationship Modeling AAAI 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
Cycle-Consistent Learning for Joint Layout-to-Image Generation and Object Detection ICCV 2025