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Jinsung Yoon

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#artificial intelligence Preprint Oct 2026

SEER: Self-Evolving Event Reasoning and Retrieval for Time Series Forecasting

Real-world time series are frequently driven by exogenous events and structural shifts, rendering conventional forecasting based solely on historical numerical observations insufficient. While language models can retrieve external news, standard retrieval-augmented approaches struggle with high noise, missing signals,...

Ming-Tian Tan, Palash Goyal, Mihir Parmar et al. · 0 citations
#artificial intelligence Preprint Sep 2026

AIM: Agentic Idea Management for Automated Research

It is shown that explicit idea-level allocation makes semantic coverage directly controllable, and that broader coverage becomes increasingly valuable when competitive research directions are sparse among many plausible alternatives.

Hyeong Kyu Choi, Bhavana Dalvi, Jie-Feng Chen et al. · 0 citations
#artificial intelligence Review Open access Sep 2026

ScientistTwo: Pioneering the Human Knowledge Frontier with Autonomous AI

The introduction of ScientistTwo, a fully autonomous multi-agent framework designed to realize problem-driven autonomous research, and its results show that ScientistTwo is not merely an assistive tool but an autonomous scientific pioneer capable of pushing the frontiers of human discovery.

Jaehyun Nam, Jinsung Yoon, Yan Pan et al. · 0 citations

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