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

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29

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32

66

53

67

103

206

482

852

1,124

1,566

1,867

2,410

2,658

2,486

856

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Papers (including subtopics)

From Complex Word Identification to Substitution: Instruction-Tuned Language Models for Lexical Simplification EMNLP 2025 From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation ICLR 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025 From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models EMNLP 2025 From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems EMNLP 2025 From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs EMNLP 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025 From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025 From Noise to Nuance: Enriching Subjective Data Annotation through Qualitative Analysis EMNLP 2025 From perception to production: how acoustic invariance facilitates articulatory learning in a self-supervised vocal imitation model EMNLP 2025 From Prototypes to General Distributions: An Efficient Curriculum for Masked Image Modeling CVPR 2025 From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning IJCNLP 2025 From Tower to Spire: Adding the Speech Modality to a Translation-Specialist LLM EMNLP 2025 From Weak Labels to Strong Results: Utilizing 5,000 Hours of Noisy Classroom Transcripts with Minimal Accurate Data Interspeech 2025 FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting ICML 2025 FSTs vs ICL: Generalisation in LLMs for an under-resourced language EMNLP 2025 FTFT: Efficient and Robust Fine-Tuning by Transferring Training Dynamics COLING 2025 Fugatto 1: Foundational Generative Audio Transformer Opus 1 ICLR 2025 Fully Test-time Adaptation for Tabular Data AAAI 2025 Function-centric Bayesian Network for Zero-Shot Object Goal Navigation ICCV 2025 Function-Space Learning Rates ICML 2025 Future Sight and Tough Fights: Revolutionizing Sequential Recommendation with FENRec AAAI 2025 FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025 GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding ACL 2025