Explore-Exploit Tradeoff

Nov 05, 2026

Explore-Exploit Tradeoff Inside Online SFT Loops

Why online SFT turns every trajectory into an explore-exploit tradeoff: the value decomposition behind instrumental strategies in self-training agents.

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AI 19 Continuous Learning 18 LoRA 13 Fine-Tuning 11 Self-Training 9 Continual Learning 7 SFT 7 Catastrophic Forgetting 6 AI Agents 5 Data Selection 3 Evaluation 3 GRPO 2 Meta-Learning 2 Reinforcement Learning 2 RLHF 2 Self-Training Agents 2 Sliding Window 2 Adaptive Data Analysis 1 Agents 1 AI Feedback 1

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