Ax Nathan McDonald, Colyn Seeley, Christian Brazeau 3/31/2026

Robot Arm Control via Cognitive Map Learners

Application of cognitive map learners for hierarchical, compositional robot arm control without task-specific retraining.

Ax Emilie Panek, Alexander Roman, Gaurav Shukla, Leonardo Pagliaro, Katia Matcheva, Konstantin Matchev 3/31/2026

ASTER -- Agentic Science Toolkit for Exoplanet Research

ASTER: agentic toolkit using LLMs for exoplanet research workflows, combining archival queries, literature search, and radiative transfer models.

Ax Qichuan Yin, Ziwei Su, Shuangning Li 3/31/2026

Overcoming the Incentive Collapse Paradox

Study of incentive collapse paradox in AI-assisted task delegation showing accuracy improvements require unbounded payments without intervention mechanisms.

Ax Gedeon Muhawenayo, Caleb Robinson, Subash Khanal, Zhanpei Fang, Isaac Corley, Alexander Wollam, Tianyi Gao, Leonard Strnad, Ryan Avery, Lyndon Estes, Ana M. T\'arano, Nathan Jacobs, Hannah Kerner 3/31/2026

PRUE: A Practical Recipe for Field Boundary Segmentation at Scale

Systematic evaluation of segmentation and geospatial foundation models for global field boundary segmentation using FTW benchmark.