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Sep29
EVENT DETAILS
lessTitle: Fractal Basins in Reasoning Dynamics
Speaker: William Gilpin, University of Texas Austin
Abstract: Both biological and artificial intelligence perform reasoning, in which a system repeatedly revisits and revises its solution to a problem. We frame reasoning as a search process executed by high-dimensional dynamical systems. We use this framework to show that many leading artificial intelligence models produce transient chaos and fractal basins when they encounter hard algorithmic tasks like solving mazes, Sudoku, or mathematical puzzles. These phenomena emerge due to reasoning becoming trapped for extended durations near saddle points, which we show correspond to nearly-correct attempted solutions of the underlying problem. We thus find that transient chaos is a general consequence of problem hardness when modern artificial intelligence models represent tasks as dynamical systems. Our findings have broader implications for understanding biological networks and other analogue systems that perform computation.
Bio: William Gilpin is an assistant professor of physics at UT Austin. His group studies computational nonlinear dynamics, with particular applications to systems biology and fluid dynamics. After completing his undergraduate degree in physics at Princeton, he received his Ph.D. in applied physics from Stanford, followed by a postdoctoral fellowship at Harvard’s quantitative biology initiative. His work is currently supported by an NSF CAREER award, a Cottrell Scholarship, and the Chan-Zuckerberg Initiative.
Zoom: https://northwestern.zoom.us/j/98191770704
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TIME Tuesday, September 29, 2026 at 11:00 AM - 12:00 PM
LOCATION M416, Technological Institute map it
CONTACT Natalie Masini natalie.masini@northwestern.edu EMAIL
CALENDAR McCormick-Engineering Sciences and Applied Mathematics (ESAM)
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Oct2
EVENT DETAILSmore info
lessManufacturing with Embodied AI
Celebrating manufacturing-related R&D achievements and their business impacts on National Manufacturing Day!
Leadership Remarks
-Northwestern University President Mung Chiang
-National Center for Manufacturing Sciences President and CEO Lisa Strama
-Northwestern University Provost Erik LuijtenCorporate Panel, Stan Rendon, 3M VP of R&D, Yu Cao, Applied Materials Chief AI Officer and Amey Deosthali, AMD Head of Robotics, Industrial & Healthcare (Physical AI)
NU Faculty Panel, Prof. Jian Cao, Prof. Ed Colgate, Prof. Mark Hersam, Prof. John Rogers
Founders/SME Panel, Jason Sebastian, Executive VP QuesTek Innovation, Demeng Che, co-Founder & CEO Converge Lab, Gino Domel, CEO HiDeNN-AI, Joe Mullenbach, co-founder Fluid Reality
Ecosystems Panel, Tom Kurfess, CTO, NCMS & Executive Director of Mfg Institute at Georgia Tech, Berardino Baratta, CEO MxD, Allison Fisher, Chief of Staff mHUB
TIME Friday, October 2, 2026 at 8:15 AM - 5:00 PM
LOCATION 2001 Sheridan Road map it
CONTACT Maegen Gregory maegen.gregory@northwestern.edu EMAIL
CALENDAR Northwestern Initiative for Manufacturing Science and Innovation