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Meta-Learning

1524 directly classified papers

Papers per year

Papers

Prototype Tuning: A Meta-Learning Approach for Few-Shot Document-Level Relation Extraction with Large Language Models NAACL 2025
Vision-Language Models Can Self-Improve Reasoning via Reflection NAACL 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation EMNLP 2025
Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction NAACL 2025
Data Poisoning for In-context Learning NAACL 2025
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions AAAI 2025
WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025
ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025
Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation AAAI 2025
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML EMNLP 2025
Noisy Node Classification by Bi-level Optimization Based Multi-Teacher Distillation AAAI 2025
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning AAAI 2025
Amortized Bayesian Meta-Learning for Low-Rank Adaptation of Large Language Models EMNLP 2025
AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks AAAI 2025
MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning AAAI 2025
Adaptive Prompting for Continual Relation Extraction: A Within-Task Variance Perspective AAAI 2025
Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning ACL 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025
Task Generalization with Autoregressive Compositional Structure: Can Learning from $D$ Tasks Generalize to $D^T$ Tasks? ICML 2025
Discarding the Crutches: Adaptive Parameter-Efficient Expert Meta-Learning for Continual Semantic Parsing COLING 2025
The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models NAACL 2025
In-Context Meta LoRA Generation IJCAI 2025
Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning Tasks EMNLP 2025
Visualising Policy-Reward Interplay to Inform Zeroth-Order Preference Optimisation of Large Language Models ACL 2025
GRPO-Guided Modality Selection Enhanced LoRA-Tuned LLMs for Multimodal Emotion Recognition EMNLP 2025