agent/papers/items/2026-2606-21013-agentic-time-machine-as-an-infrastructure-for-future-event-forecasting.md

Paper: Agentic Time Machine as an Infrastructure for Future-Event Forecasting

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type: paper title: Agentic Time Machine as an Infrastructure for Future-Event Forecasting authors: Jingyi Chai, Bingyang Zheng, Xiangrui Liu, Hao Lu, Zihang Zhou, Tianchen Wang, Kemeng Zhang, Siheng Chen year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.21013 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-19 updated_at: 2026-06-19 status: queued relevance: high topics:

• agent-evaluation
• multi-agent
• planning
• rag
• tool-use methods:

benchmarks:

models:

datasets:

• cs.AI
• cs.LG related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 18 collection_queries: agent-evaluation

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agent-evaluation
• inferred topics: agent-evaluation, multi-agent, planning, rag, tool-use
• arXiv categories: cs.AI, cs.LG
• collection score: 18

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2606.21013