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

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12

24

14

20

29

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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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Papers (including subtopics)

Causal and Active Learning-Based Counterfactual Chest X-ray Generation for Supporting Clinical Decision-Making in Lung Disease CLeaR 2026 Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs AAAI 2026 Causally-Aware Attribute Completion for Incomplete Federated Graph Clustering AAAI 2026 Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis AAAI 2026 CCNU at SemEval-2026 Task 10: Conspiracy Marker Extraction and Detection via Multi-task Learning and LLM-based Data Augmentation SemEval 2026 CDICS: Delving Into Fine-Grained Attribute for In-Context Segmentation via Compositional Prompts and Phased Decoupling CVPR 2026 CGL: Advancing Continual GUI Learning via Reinforcement Fine-Tuning CVPR 2026 CKDA: Cross-modality Knowledge Disentanglement and Alignment for Visible-Infrared Lifelong Person Re-identification AAAI 2026 CL2GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction ACL 2026 Class-Aware Active Annotation in Federated Semi-Supervised Learning for Medical Image Classification AAAI 2026 Classifier-induced Reciprocal Points for Multi-label Open-set Recognition AAAI 2026 Cleaning the Pool: Progressive Filtering of Unlabeled Pools in Deep Active Learning CVPR 2026 CLICKER: Cross-Lingual Knowledge Editing via In-Context Learning with Adaptive Stepwise Reasoning EACL 2026 Client-level Active Error Correction in Distributed Learning AAAI 2026 CLIP2Pose: Frozen CLIP as Semantic Guide for Domain Adaptive Pose Estimation AAAI 2026 CLIPPan: Adapting CLIP as a Supervisor for Unsupervised Pansharpening AAAI 2026 CLIP's Visual Embedding Projector is a Few-shot Cornucopia WACV 2026 ClusterMine: Robust Label-Free Visual Out-Of-Distribution Detection via Concept Mining from Text Corpora WACV 2026 CoAct: Co-Active LLM Preference Learning with Human-AI Synergy ACL 2026 Coarse-to-Fine Open-Set Graph Node Classification with Large Language Models AAAI 2026 COBALT: Censored Optimization and Bayesian Active Learning Techniques UAI 2026 CoCoLIT: ControlNet-Conditioned Latent Image Translation for MRI to Amyloid PET Synthesis AAAI 2026 Communication-Efficient Heterogeneous Federated Learning with Sparse Prototypes in Resource-Constrained Environments AAAI 2026 ComoRAG: A Cognitive-Inspired Memory-Organized RAG for Stateful Long Narrative Reasoning AAAI 2026 Compact Multimodal Language Models as Robust OCR Alternatives for Noisy Textual Clinical Reports EACL 2026