conftrace_

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

3

2

4

12

24

14

20

29

31

32

66

53

67

103

206

482

852

1,124

1,566

1,867

2,410

2,658

2,486

856

'5

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'15

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'25

Papers (including subtopics)

MCPTox: A Benchmark for Tool Poisoning on Real-World MCP Servers AAAI 2026 Measuring Linguistic Competence of LLMs on Indigenous Languages of the Americas EACL 2026 MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition ACL 2026 MechaFormer: Sequence Learning for Kinematic Mechanism Design Automation AAAI 2026 MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026 MedGR2: Breaking the Data Barrier for Medical Reasoning via Generative Reward Learning AAAI 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 MedSpaformer: A Transferable Transformer with Multi-Granularity Token Sparsification for Medical Time Series Classification AAAI 2026 Memory-Efficient Transfer Learning with Fading Side Networks via Masked Dual Path Distillation CVPR 2026 Mendel292 at SemEval-2026 Task 4: Disentangled Narrative Embeddings for Story Similarity SemEval 2026 MERLIN: Multi-Stage Curriculum Alignment for Multilingual Encoder-LLM Integration in Cross-Lingual Reasoning EACL 2026 ME-SFDA: Marginal Exploration with Pyramidal Atkinson-Shiffrin Memory for Source-Free Domain Adaptation AAAI 2026 Meta-Black-Box Optimization with Bi-Space Landscape Analysis and Dual-Control Mechanism for SAEA AAAI 2026 Meta Dynamic Graph for Traffic Flow Prediction AAAI 2026 MetaGameBO: Hierarchical Game-Theoretic Driven Robust Meta-Learning for Bayesian Optimization AAAI 2026 MetaGDPO: Alleviating Catastrophic Forgetting with Metacognitive Knowledge Through Group Direct Preference Optimization AAAI 2026 Meta-Normalizing Flow for Data-Limited Offline Meta-Reinforcement Learning (Student Abstract) AAAI 2026 MicLog: Towards Accurate and Efficient LLM-based Log Parsing via Progressive Meta In-Context Learning AAAI 2026 MILCA: Malaria Parasite Detection from Sample-Level Weak Labels MIDL 2026 Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models ACL 2026 Mind the Gap: Transferring Labels to Align Object Detection Datasets CVPR 2026 Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models ACL 2026 MIRAGE: Towards AI-Generated Image Detection in the Wild AAAI 2026 Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates ACL 2026 Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026