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Learning Paradigms

14,967 papers (9 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Transfer Learning (8,172) Few-Shot Learning (2,681) Meta-Learning (1,719) Federated Learning (1,560) Zero-Shot Learning (878) Continual Learning (189) Domain Adaptation (184) Self-Supervised Learning (158) Active Learning (154) Multi-Task Learning (145) Semi-Supervised Learning (86) In-Context Learning (53) Unsupervised Learning (53) Domain Generalization (26) Weakly Supervised Learning (23)

Papers per year

4
29
67
1,124
2,486
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'10
'15
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'25

Papers (including subtopics)

Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations CVPR 2025 Single Domain Generalization for Few-Shot Counting via Universal Representation Matching CVPR 2025 Single-Loop Federated Actor-Critic across Heterogeneous Environments AAAI 2025 Skill Expansion and Composition in Parameter Space ICLR 2025 SKIL: Semantic Keypoint Imitation Learning for Generalizable Data-efficient Manipulation RSS 2025 SKI Models: Skeleton Induced Vision-Language Embeddings for Understanding Activities of Daily Living AAAI 2025 SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models COLING 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025 SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment COLING 2025 SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination ICLR 2025 SLENDER: Structured Outputs for SLM-based NER in Low-Resource Englishes ACL 2025 SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion EMNLP 2025 SLM-SQL: An Exploration of Small Language Models for Text-to-SQL IJCNLP 2025 SlovakBabyLM: Replication of the BabyLM and Sample-efficient Pretraining for a Low-Resource Language EMNLP 2025 Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling ICLR 2025 Small Language Models in the Real World: Insights from Industrial Text Classification ACL 2025 SMART: Scalable Multilingual Approach for a Robust TOD System EMNLP 2025 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025 SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction EMNLP 2025 SmolLab_SEU at BEA 2025 Shared Task: A Transformer-Based Framework for Multi-Track Pedagogical Evaluation of AI-Powered Tutors ACL 2025 Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025 Soft Language Prompts for Language Transfer NAACL 2025 SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest EMNLP 2025 SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025