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)
Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement
NeurIPS 2024
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions
CVPR 2024
Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning
NeurIPS 2024
Frequency Oracle for Sensitive Data Monitoring (Student Abstract)
AAAI 2024
From Bottom to Top: Extending the Potential of Parameter Efficient Fine-Tuning
EMNLP 2024
From Bytes to Borsch: Fine-Tuning Gemma and Mistral for the Ukrainian Language Representation
COLING 2024
From Coarse to Fine-Grained Open-Set Recognition
CVPR 2024
From Discrimination to Generation: Low-Resource Intent Detection with Language Model Instruction Tuning
ACL 2024
From Instance Training to Instruction Learning: Task Adapters Generation from Instructions
NeurIPS 2024
From Isolated Islands to Pangea: Unifying Semantic Space for Human Action Understanding
CVPR 2024
From Language to Pixels: Task Recognition and Task Learning in LLMs
EMNLP 2024
From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction
ICLR 2024
From Nile Sands to Digital Hands: Machine Translation of Coptic Texts
ACL 2024
From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching
IJCAI 2024
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
NAACL 2024
From Text Segmentation to Enhanced Representation Learning: A Novel Approach to Multi-Label Classification for Long Texts
EMNLP 2024
From Text Segmentation to Smart Chaptering: A Novel Benchmark for Structuring Video Transcriptions
EACL 2024
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning
NeurIPS 2024
Frozen CLIP Transformer Is an Efficient Point Cloud Encoder
AAAI 2024
FtG-CoT at SemEval-2024 Task 9: Solving Sentence Puzzles Using Fine-Tuned Language Models and Zero-Shot CoT Prompting
SemEval 2024
Fully Few-shot Class-incremental Audio Classification Using Expandable Dual-embedding Extractor
Interspeech 2024
Function-space Parameterization of Neural Networks for Sequential Learning
ICLR 2024
Function Vectors in Large Language Models
ICLR 2024
FUN with Fisher: Improving Generalization of Adapter-Based Cross-lingual Transfer with Scheduled Unfreezing
NAACL 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion
NeurIPS 2024