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)

Fedstellar: A Platform for Training Models in a Privacy-preserving and Decentralized Fashion IJCAI 2023 FedSysID: A Federated Approach to Sample-Efficient System Identification L4DC 2023 FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning EMNLP 2023 FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models ICML 2023 FeDXL: Provable Federated Learning for Deep X-Risk Optimization ICML 2023 FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning WACV 2023 Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network AAAI 2023 Few-shot Adaptation for Manipulating Granular Materials Under Domain Shift RSS 2023 Few-shot Adaptation Works with UnpredicTable Data ACL 2023 Few-shot Classification via Ensemble Learning with Multi-Order Statistics IJCAI 2023 Few-shot Classification with Hypersphere Modeling of Prototypes ACL 2023 Few-shot Class-incremental Audio Classification Using Adaptively-refined Prototypes Interspeech 2023 Few-shot Class-incremental Audio Classification Using Stochastic Classifier Interspeech 2023 Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023 Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration NeurIPS 2023 Few-Shot Common Action Localization via Cross-Attentional Fusion of Context and Temporal Dynamics ICCV 2023 Few-Shot Composition Learning for Image Retrieval with Prompt Tuning AAAI 2023 Few-Shot Dataset Distillation via Translative Pre-Training ICCV 2023 Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023 Few-Shot Domain Adaptation For End-to-End Communication ICLR 2023 Few-shot Event Detection: An Empirical Study and a Unified View ACL 2023 Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023 Few Shot Hematopoietic Cell Classification MIDL 2023 Few-Shot In-Context Imitation Learning via Implicit Graph Alignment CoRL 2023 Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023