Author

Apurva Gandhi

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#artificial intelligence Preprint Oct 2026

Into the Unknown: Benchmarking AI agents on open scientific research problems

Can AI agents carry out research on open scientific problems? We introduce Into the Unknown, a benchmark that provides an agent with a science paper along with a research direction to pursue and tasks it to write a follow-up paper. We work with scientists at US Department of Energy (DOE) national laboratories, who each...

Seungone Kim, Jia-Yi Geng, Young-Jun Lee et al. · 1 citation

#artificial intelligence Preprint Sep 2026

Efficient Test-Time Adaptation through Human-AI Interaction

This work proposes test-time adaptation through human-agent interaction (TAHI), which integrates these signals into agent context and weights, and crystallizes each user's training and evaluation criteria via an evolving rubric module.

Zora Zhiruo Wang, Apurva Gandhi, Rulin Shao et al. · 0 citations