Dr. Zero: Self-Evolving Search Agents without Training Data

arxiv:2601.07055

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Agents, open-endedness, AGI · 2026-01-11

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1. Part 1
2. Part 2
3. Part 3

Contents

• Dr. Zero: Self-Evolving Search Agents without Training Data
• Abstract
• 1 Introduction
• 2 Related Work
• 2.1 Reinforcement Learning
• 2.2 Search-Augmented LLMs
• 2.3 Self-Evolving LLMs
• 3 Methodology
• 3.1 Setup
• 3.2 Proposer Training
• 3.3 Solver Training
• 3.4 The Self-Evolving Dr. Zero
• 4 Experiments
• 4.1 Experiment Settings
• 4.2 Experiment Results
• 5 Conclusion