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

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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Papers (including subtopics)

Self-Improving Sparse Retrieval Through Heuristic Representation Refinement and Representation-Focused Learning AAAI 2026 Self-Supervised Cross-City Trajectory Representation Learning Based on Meta-Learning AAAI 2026 Self-Supervised Uncertainty Estimation For Super-Resolution of Satellite Images UAI 2026 SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping ACL 2026 Sequence-Free for Compound Protein Interaction Prediction AAAI 2026 SFedHIFI: Fire Rate-Based Heterogeneous Information Fusion for Spiking Federated Learning AAAI 2026 SG-LoRA: Semantic-guided LoRA Parameters Generation CVPR 2026 SGP4SR: Separated-Modality Guided User Preference Learning for Multimodal Sequential Recommendation AAAI 2026 SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching AAAI 2026 ShadeEdit: A Utility-Preserving and Defense-Evasive Knowledge Manipulation Attack in Federated LLMs AAAI 2026 Shape-of-You: Fused Gromov-Wasserstein Optimal Transport for Semantic Correspondence in-the-Wild CVPR 2026 Short-form verbal arts as a speech data resource in the field EACL 2026 Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs EACL 2026 SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning ACL 2026 SMoFi: Step-wise Momentum Fusion for Split Federated Learning on Heterogeneous Data AAAI 2026 Source-Free Graph Foundation Model Adaptation via Pseudo-Source Reconstruction AAAI 2026 SpaCRD: Multimodal Deep Fusion of Histology and Spatial Transcriptomics for Cancer Region Detection AAAI 2026 Sparse Tuning Enhances Plasticity in PTM-based Continual Learning AAAI 2026 Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning CVPR 2026 Spatiotemporal Transformers with Multiple Instance Learning for Label-Efficient Behavioral Analysis in Autism (Student Abstract) AAAI 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 Spectral Mixture-of-Experts for Continual Learning CVPR 2026 Speech Recognition Model Improves Text-to-Speech Synthesis Using Fine-Grained Reward AAAI 2026 Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects ACL 2026 STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026