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Meta-Learning

1524 directly classified papers

Papers per year

Papers

Riemannian Geometric-based Meta Learning AAAI 2025
SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation EMNLP 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
Capture the Key in Reasoning to Enhance CoT Distillation Generalization ACL 2025
RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples EMNLP 2025
Automate Strategy Finding with LLM in Quant Investment EMNLP 2025
Improving Generalization in Meta-Learning via Meta-Gradient Augmentation IJCAI 2025
ExpeTrans: LLMs Are Experiential Transfer Learners ACL 2025
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025
In-Context Learning State Vector with Inner and Momentum Optimization NIPS 2024
Learning to Defer to a Population: A Meta-Learning Approach AISTATS 2024
Meta-Learned Kernel for Blind Super-Resolution Kernel Estimation WACV 2024
Meta-Task Prompting Elicits Embeddings from Large Language Models ACL 2024
POMP: Probability-driven Meta-graph Prompter for LLMs in Low-resource Unsupervised Neural Machine Translation ACL 2024
Learning via Surrogate PAC-Bayes NIPS 2024
SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving ACL 2024
Experiential Co-Learning of Software-Developing Agents ACL 2024
CoIN: A Benchmark of Continual Instruction Tuning for Multimodel Large Language Models NIPS 2024
Composing Biases by Using CP to Decompose Minimal Functional Dependencies for Acquiring Complex Formulae AAAI 2024
Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement NIPS 2024
FeatWalk: Enhancing Few-Shot Classification through Local View Leveraging AAAI 2024
Discovering plasticity rules that organize and maintain neural circuits NIPS 2024