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)

PETALface: Parameter Efficient Transfer Learning for Low-Resolution Face Recognition WACV 2025 PFedCS: A Personalized Federated Learning Method for Enhancing Collaboration among Similar Classifiers AAAI 2025 pFedES: Generalized Proxy Feature Extractor Sharing for Model Heterogeneous Personalized Federated Learning AAAI 2025 pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning AAAI 2025 pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025 pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation CVPR 2025 pFedRAG: A Personalized Federated Retrieval-Augmented Generation System with Depth-Adaptive Tiered Embedding Tuning EMNLP 2025 PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark JMLR 2025 PharmacoMatch: Efficient 3D Pharmacophore Screening via Neural Subgraph Matching ICLR 2025 Physics: Benchmarking Foundation Models on University-Level Physics Problem Solving ACL 2025 PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025 PICD-Instruct: A Generative Instruction Learning Framework for Few-Shot Multi-Intent Spoken Language Understanding EMNLP 2025 PICLe: Pseudo-annotations for In-Context Learning in Low-Resource Named Entity Detection NAACL 2025 Pico: A Modular Framework for Hypothesis-Driven Small Language Model Research EMNLP 2025 Pilot: Building the Federated Multimodal Instruction Tuning Framework AAAI 2025 Pioneer: Physics-informed Riemannian Graph ODE for Entropy-increasing Dynamics AAAI 2025 Pipeline Analysis for Developing Instruct LLMs in Low-Resource Languages: A Case Study on Basque NAACL 2025 Pixel-wise Divide and Conquer for Federated Vessel Segmentation IJCAI 2025 Planning in the Dark: LLM-Symbolic Planning Pipeline Without Experts AAAI 2025 Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models ACL 2025 P-MMEval: A Parallel Multilingual Multitask Benchmark for Consistent Evaluation of LLMs EMNLP 2025 POI-Enhancer: An LLM-based Semantic Enhancement Framework for POI Representation Learning AAAI 2025 Policy Regularization on Globally Accessible States in Cross-Dynamics Reinforcement Learning ICML 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025 Population Normalization for Federated Learning CVPR 2025