Tag: data synthesis
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Contrastive Reasoning Path Synthesis for Efficient MCTS
Discover how Contrastive Reasoning Path Synthesis (CRPS) improves MCTS by synthesizing insights from diverse search paths, boosting reasoning model efficie...
Controllable Tool-Use Data Synthesis for Reinforcement Learning
Discover COVERT, a method for reliable, verifiable tool-use data synthesis that boosts reinforcement learning agent accuracy and robustness.
Provenance-Based Gradient Guidance for Synthetic Data Learning
Enhance machine learning with provenance-based input gradient guidance to improve synthetic data training and reduce spurious correlations effectively.
6GAgentGym: Autonomous Learning for 6G Network Management
Discover 6GAgentGym, a framework enabling autonomous agents to manage 6G networks using tool use, data synthesis, and closed-loop learning.
Amalgam: Hybrid LLM-PGM Algorithm for Realistic Data
Discover Amalgam, a hybrid LLM-PGM synthesis algorithm delivering accurate, realistic, and privacy-preserving synthetic datasets for advanced analytics.