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Curriculum Learning

76 papers

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Papers

SLR: Automated Synthesis for Scalable Logical Reasoning ACL 2026
Adam’s Law: Textual Frequency Law on Large Language Models ACL 2026
Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning ACL 2026
ARK: Answer-Centric Retriever Tuning via KG-augmented Curriculum Learning ACL 2026
From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation ACL 2026
From Answers to Arguments: Toward Trustworthy Clinical Diagnostic Reasoning with Toulmin-Guided Curriculum Goal-Conditioned Learning ACL 2026
VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition ACL 2026
IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning ACL 2026
PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning ACL 2026
Demystifying Data Organization for Enhanced LLM Training ACL 2026
Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection ACL 2026
UniVocal: Unified Speech-Singing Code-Switching Synthesis ACL 2026
SeCuRepair: Semantics-Aligned, Curriculum-Driven, and Reasoning-Enhanced Vulnerability Repair Framework ACL 2026
Mitigating Lost in Multi-turn Conversation via Curriculum RL with Verifiable Accuracy and Abstention Rewards ACL 2026
What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning ACL 2026
JoPR: Joint Emotion Perception and Reasoning for Conversational Emotion Recognition ACL 2026
Data Efficient RLVR via Off-Policy Influence Guidance ACL 2026
SPARD: Self-Paced Curriculum for RL Alignment via Integrating Reward Dynamics and Data Utility ACL 2026
MTIVE: Multi-Task Image Verification Engine Using Vision-Language Models for E-commerce ACL 2026
Machine-Learning Based Detection of Coronary Artery Calcification Using Synthetic Chest X-Rays MIDL 2026
Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation CVPR 2025
Curriculum Learning for Language-guided, Multi-modal Detection of Various Pathologies MIDL 2025
Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum NIPS 2024
Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum AAAI 2024
DeepSpeed Data Efficiency: Improving Deep Learning Model Quality and Training Efficiency via Efficient Data Sampling and Routing AAAI 2024