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

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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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'25

Papers (including subtopics)

FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization AAAI 2025 FedTMOS: Efficient One-Shot Federated Learning with Tsetlin Machine ICLR 2025 FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis AAAI 2025 FedVLA: Federated Vision-Language-Action Learning with Dual Gating Mixture-of-Experts for Robotic Manipulation ICCV 2025 FedWSQ: Efficient Federated Learning with Weight Standardization and Distribution-Aware Non-Uniform Quantization ICCV 2025 FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025 Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025 Few-Shot Coreference Resolution with Semantic Difficulty Metrics and In-Context Learning EMNLP 2025 Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025 Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models ICCV 2025 Few-shot Implicit Function Generation via Equivariance CVPR 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 Few-Shot Incremental Multi-modal Learning via Touch Guidance and Imaginary Vision Synthesis IJCAI 2025 Few-Shot Learner Generalizes Across AI-Generated Image Detection ICML 2025 Few-Shot Learning Translation from New Languages EMNLP 2025 Few-Shot Multilingual Coreference Resolution Using Long-Context Large Language Models EMNLP 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025 Few-shot Novel Category Discovery IJCAI 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Few-shot Personalization of LLMs with Mis-aligned Responses NAACL 2025 Few-shot Personalized Scanpath Prediction CVPR 2025 Few-Shot Prompting, Full-Scale Confusion: Evaluating Large Language Models for Humor Detection in Croatian Tweets ACL 2025 Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025 Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Interspeech 2025 Few-Shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks WACV 2025