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)

First-Order Federated Bilevel Learning AAAI 2025 Flatness Improves Backbone Generalisation in Few-Shot Classification WACV 2025 Flexible Sharpness-Aware Personalized Federated Learning AAAI 2025 Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025 FlexPose: Pose Distribution Adaptation with Limited Guidance AAAI 2025 Flowing Datasets with Wasserstein over Wasserstein Gradient Flows ICML 2025 FLSeg: Enhancing Privacy and Robustness in Federated Learning under Heterogeneous Data via Model Segmentation ICCV 2025 FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering EMNLP 2025 Force-Modulated Visual Policy for Robot-Assisted Dressing with Arm Motions CoRL 2025 Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation AAAI 2025 Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection CVPR 2025 Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks EMNLP 2025 Forgetting Through Transforming: Enabling Federated Unlearning via Class-Aware Representation Transformation ICCV 2025 Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution CVPR 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction EMNLP 2025 Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025 FreeCodec: A Disentangled Neural Speech Codec with Fewer Tokens Interspeech 2025 FreqLLM: Frequency-Aware Large Language Models for Time Series Forecasting IJCAI 2025 Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning AAAI 2025 Frequentist Guarantees of Distributed (Non)-Bayesian Inference JMLR 2025 FRET: Feature Redundancy Elimination for Test Time Adaptation ICCV 2025 From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data ICLR 2025 From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian EMNLP 2025 From Chat Logs to Collective Insights: Aggregative Question Answering EMNLP 2025