Meta-Learning

Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025 Rapid Word Learning Through Meta In-Context Learning EMNLP 2025 Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025 SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025 Search Strategy Generation for Branch and Bound Using Genetic Programming AAAI 2025 Self Knowledge-Tracing for Tool Use (SKT-Tool): Helping LLM Agents Understand Their Capabilities in Tool Use NAACL 2025 Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst ACL 2025 STRIDE: Single-Video Based Temporally Continuous Occlusion-Robust 3D Pose Estimation WACV 2025 Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training ICCV 2025 Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning EMNLP 2025 Task-driven Image Fusion with Learnable Fusion Loss CVPR 2025 Task Generalization with Autoregressive Compositional Structure: Can Learning from D Tasks Generalize to D^T Tasks? ICML 2025 Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025 Towards Real Unsupervised Anomaly Detection Via Confident Meta-Learning ICCV 2025 Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights CVPR 2025 XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML EMNLP 2025 Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024 Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024 Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler NeurIPS 2024 AlphaMath Almost Zero: Process Supervision without Process NeurIPS 2024 AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers NeurIPS 2024 A Metalearned Neural Circuit for Nonparametric Bayesian Inference NeurIPS 2024 AMLB: an AutoML Benchmark JMLR 2024 Any-Way Meta Learning AAAI 2024