AIBullisharXiv – CS AI · 8h ago6/10
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Agentic Time Machine as an Infrastructure for Future-Event Forecasting
Researchers introduce Agentic Time Machine (TM), an infrastructure that reconstructs past web states to enable efficient evaluation of AI agents on event forecasting tasks. A multi-agent framework using this system achieves top performance on FutureX benchmarks and Polymarket predictions, demonstrating that offline evaluation correlates strongly with live forecasting results.