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)

Robust Semi-paired Multimodal Learning for Cross-modal Retrieval AAAI 2026 RSVG-ZeroOV: Exploring a Training-Free Framework for Zero-Shot Open-Vocabulary Visual Grounding in Remote Sensing Images AAAI 2026 RUL-QMoE: Multiple Non-crossing Quantile Mixture-of-Experts for Probabilistic Remaining Useful Life Predictions of Varying Battery Materials AAAI 2026 S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation AAAI 2026 SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias AAAI 2026 SAGE: Structured Attribute-Guided Enhancement for GZSL AAAI 2026 SALR: Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models AAAI 2026 SAME: Signer-Aware Mixture-of-Experts for Test-Time Adaptation in Sign Language Translation ACL 2026 SAME: Sparse and Anchored Model Editing for Heterogeneous Incremental Learning under Limited Data CVPR 2026 Sample-specific Modality Diagnosis and Cross-modal Enhancement for Incomplete Multimodal Representations AAAI 2026 SARMAE: Masked Autoencoder for SAR Representation Learning CVPR 2026 Satisficing and Optimal Generalised Planning via Goal Regression AAAI 2026 Scalable Multi-Objective and Meta Reinforcement Learning via Gradient Estimation AAAI 2026 Scaling Law Analysis in Federated Learning: How to Select the Optimal Model Size? AAAI 2026 Scaling Towards the Information Boundary of Instructions through Data Synthesizing AAAI 2026 SD-CSFL: A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning WACV 2026 SDT-6D: Fully Sparse Depth-Transformer for Staged End-to-End 6D Pose Estimation in Industrial Multi-View Bin Picking WACV 2026 Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP WACV 2026 SEATrack: Simple, Efficient, and Adaptive Multimodal Tracker CVPR 2026 SECOS: Semantic Capture for Rigorous Classification in Open-World Semi-Supervised Learning CVPR 2026 SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs ACL 2026 Security Games with Layered Defenses: Adaptive Adversaries and Gittins Indices AAAI 2026 See Through the Noise: Improving Domain Generalization in Gaze Estimation CVPR 2026 Self-Diffusion Driven Blind Imaging CVPR 2026 SelfHVD: Self-Supervised Handheld Video Deblurring CVPR 2026