Author

Carolin Lawrence

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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 Mar 2026

Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation

O Oblivion is introduced, a memory control framework that casts forgetting as decay-driven reductions in accessibility -- not explicit deletion -- and decouples memory control into read and write paths, which enables hierarchical memory organization that maintains persistent high-level strategies while dynamically load...

Ashish Rana, Chia-Chien Hung, Qu-Meng Sun et al. · arXiv.org · 3 citations