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

'10

'15

'20

'25

Papers (including subtopics)

Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond ICLR 2025 Federated Continuous Category Discovery and Learning ICCV 2025 Federated Data-Efficient Instruction Tuning for Large Language Models ACL 2025 Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025 Federated Domain Generalization with Data-free On-server Matching Gradient ICLR 2025 Federated Domain Generalization with Decision Insight Matrix IJCAI 2025 Federated Domain Generalization with Domain-specific Soft Prompts Generation ICCV 2025 Federated Few-Shot Class-Incremental Learning ICLR 2025 Federated Foundation Models on Heterogeneous Time Series AAAI 2025 Federated Graph Condensation with Information Bottleneck Principles AAAI 2025 Federated Graph-Level Clustering Network AAAI 2025 Federated In-Context Learning: Iterative Refinement for Improved Answer Quality ICML 2025 Federated Incremental Named Entity Recognition COLING 2025 Federated Learning at the Forefront of Fairness: A Multifaceted Perspective IJCAI 2025 Federated Learning for Feature Generalization with Convex Constraints ICML 2025 Federated Learning with Domain Shift Eraser CVPR 2025 Federated Learning with Heterogeneous LLMs: Integrating Small Student Client Models with a Large Hungry Model AAAI 2025 Federated Learning with Sample-level Client Drift Mitigation AAAI 2025 Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025 Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025 Federated Oriented Learning: A Practical One-Shot Personalized Federated Learning Framework ICML 2025 Federated Recommendation with Explicitly Encoding Item Bias AAAI 2025 Federated Representation Angle Learning ICCV 2025 Federated Residual Low-Rank Adaptation of Large Language Models ICLR 2025 Federated Retrieval-Augmented Generation: A Systematic Mapping Study EMNLP 2025