Meta-Learning

RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples EMNLP 2025 Rethinking Invariance in In-context Learning ICLR 2025 Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025 REvolve: Reward Evolution with Large Language Models using Human Feedback ICLR 2025 Riemannian Geometric-based Meta Learning AAAI 2025 SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025 Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction ICLR 2025 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025 SEE: Continual Fine-tuning with Sequential Ensemble of Experts ACL 2025 SEE: Strategic Exploration and Exploitation for Cohesive In-Context Prompt Optimization ACL 2025 Skill Expansion and Composition in Parameter Space ICLR 2025 Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling ICLR 2025 SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction EMNLP 2025 Staged Knowledge Distillation Through Least-to-Most Prompting: Optimizing Teacher Guidance via Difficulty-Aware Training EMNLP 2025 Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback EMNLP 2025 STRIDE: Single-Video Based Temporally Continuous Occlusion-Robust 3D Pose Estimation WACV 2025 Task Descriptors Help Transformers Learn Linear Models In-Context ICLR 2025 Task Generalization with Autoregressive Compositional Structure: Can Learning from D Tasks Generalize to D^T Tasks? ICML 2025 Task-Specific Gradient Adaptation for Few-Shot One-Class Classification CVPR 2025 Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025 The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models NAACL 2025 Theorem Prover as a Judge for Synthetic Data Generation ACL 2025 ThinkSLM: Towards Reasoning in Small Language Models EMNLP 2025 Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models ICLR 2025 ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025