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)

Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning ACL 2025 Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs NAACL 2025 DynRank: Improve Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification COLING 2025 EATS-Speech: Emotion-Adaptive Transformation and Priority Synthesis for Zero-Shot Text-to-Speech Interspeech 2025 EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning AAAI 2025 ECC-SNN: Cost-Effective Edge-Cloud Collaboration for Spiking Neural Networks IJCAI 2025 EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025 EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-commerce Models IJCNLP 2025 EERPD: Leveraging Emotion and Emotion Regulation for Improving Personality Detection COLING 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Efficient Active Imitation Learning with Random Network Distillation ICLR 2025 Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection ACL 2025 Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data JMLR 2025 Efficient Continual Pre-training of LLMs for Low-resource Languages NAACL 2025 Efficient Cross-modal Prompt Learning with Semantic Enhancement for Domain-robust Fake News Detection COLING 2025 Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering Interspeech 2025 Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 Efficient Event Camera Data Pretraining with Adaptive Prompt Fusion ICCV 2025 Efficient Federated Learning via Clients-to-Server Knowledge Distillation (Student Abstract) AAAI 2025 Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025 Efficient Integration of External Knowledge to LLM-based World Models via Retrieval-Augmented Generation and Reinforcement Learning EMNLP 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 Efficient Multi-agent Offline Coordination via Diffusion-based Trajectory Stitching ICLR 2025 Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator EMNLP 2025 Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement ICLR 2025