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UID:pretalx-juliacon-2026-DG33PK@pretalx.com
DTSTART;TZID=CET:20260812T154500
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DESCRIPTION:Chaotic neural dynamics resist equation discovery because param
 eter sensitivity creates intractable optimization landscapes. Using the Sc
 iML ecosystem\, we combine prediction-error methods with universal differe
 ntial equations (PEM-UDE) and multiple shooting to tame chaos during learn
 ing. In spiking networks\, we derive novel mean-field equations for sparse
  cortical connectivity that predict frequency shifts and synchrony pattern
 s\, validated by intracranial recordings.
DTSTAMP:20260502T093959Z
LOCATION:Room 6
SUMMARY:Discovering Governing Equations for Neural Populations: PEM-UDE wit
 h Multiple Shooting for Chaotic Brain Dynamics - Helmut Strey\, Chris Rack
 auckas\, Anthony Chesebro
URL:https://pretalx.com/juliacon-2026/talk/DG33PK/
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