BEGIN:VCALENDAR VERSION:2.0 PRODID:-//https://caida.ubc.ca//NONSGML iCalcreator 2.41.92// CALSCALE:GREGORIAN METHOD:PUBLISH UID:64353830-3664-4562-b166-313334656239 X-WR-RELCALID:efc09d74-9c93-479e-a94f-485231ddccde X-WR-TIMEZONE:America/Vancouver X-WR-CALNAME:Bridging Machine Learning and Control for Safe and Intelligent Robot Autonomy - SiQi Zhou\, Assistant Professor\, Simon Fraser Universit y BEGIN:VTIMEZONE TZID:America/Vancouver TZUNTIL:20271107T090000Z BEGIN:STANDARD TZNAME:PST DTSTART:20251102T020000 TZOFFSETFROM:-0700 TZOFFSETTO:-0800 RDATE:20261101T020000 END:STANDARD BEGIN:DAYLIGHT TZNAME:PDT DTSTART:20250309T020000 TZOFFSETFROM:-0800 TZOFFSETTO:-0700 RDATE:20260308T020000 RDATE:20270314T020000 END:DAYLIGHT END:VTIMEZONE BEGIN:VEVENT UID:6f11460f-1a64-4d58-b962-cbe3380f7caa DTSTAMP:20260123T141654Z CLASS:PUBLIC CREATED:20251124T164154Z DESCRIPTION:Abstract: As robots become an integral part of our daily lives\ , they must continuously learn and adapt to operate safely in unstructured \, human-centric environments. While established control techniques provid e the theoretical foundation for designing high-performance robot systems\ , their reliance on accurate dynamics models and well-characterized enviro nments often leads to suboptimal performance or unsafe actions when facing real-world uncertainties. This challenge motivates the integration of mac hine learning into the traditional robot decision-making stack. In our wor k\, we leverage the… DTSTART;TZID=America/Vancouver:20251201T100000 DTEND;TZID=America/Vancouver:20251201T110000 LAST-MODIFIED:20251124T170348Z LOCATION:UBC Vancouver Campus\, ICCS X836 / Zoom SUMMARY:Bridging Machine Learning and Control for Safe and Intelligent Robo t Autonomy - SiQi Zhou\, Assistant Professor\, Simon Fraser University TRANSP:OPAQUE URL:https://caida.ubc.ca/event/bridging-machine-learning-and-control-safe-a nd-intelligent-robot-autonomy-siqi-zhou-assistant END:VEVENT END:VCALENDAR