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Schedule, Notes/Handouts & Videos

Dynamical Systems for Machine Learning and AI (IBM Yorktown) July 06, 2026 - July 17, 2026

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Jul 06, 2026
Monday
09:00 AM - 10:15 AM
  Intro to dynamical systems
Tomasz Nowicki (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Intro to dynamical systems
Tomasz Nowicki (IBM Thomas J. Watson Research Center)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Review to probability, stochastic analysis and control
Haoyang Cao (Johns Hopkins University)
02:15 PM - 02:30 PM
  Afternoon tea
02:30 PM - 04:00 PM
  Review to probability, stochastic analysis and control
Haoyang Cao (Johns Hopkins University)
Jul 07, 2026
Tuesday
09:00 AM - 10:15 AM
  Optimal Transport and Dynamical System
Yunan Yang (Cornell University)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Optimal Transport and Dynamical System
Yunan Yang (Cornell University)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Optimal Transport and Dynamical System
Yunan Yang (Cornell University)
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Optimal Transport and Dynamical System Tutorial
Yunan Yang (Cornell University)
Jul 08, 2026
Wednesday
09:00 AM - 10:15 AM
  Optimal Transport and Dynamical System
Yunan Yang (Cornell University)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Optimal Transport and Dynamical System
Yunan Yang (Cornell University)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Guest Lecture & Lab visit, I
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Guest Lecture & Lab visit, II
Jul 09, 2026
Thursday
09:00 AM - 10:15 AM
  Control, Game, and Learning
Haoyang Cao (Johns Hopkins University)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Control, Game, and Learning
Haoyang Cao (Johns Hopkins University)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Control, Game, and Learning
Haoyang Cao (Johns Hopkins University)
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Control, Game, and Learning
Haoyang Cao (Johns Hopkins University)
Jul 10, 2026
Friday
09:00 AM - 10:15 AM
  Tutorial session I
Tomasz Nowicki (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Tutorial session II
Haoyang Cao (Johns Hopkins University)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Intro to transfer and Koopman operators
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Intro to sampling and Monte Carlo
Jul 13, 2026
Monday
09:00 AM - 10:15 AM
  Hamiltonian Monte Carlo (HMC) I
Soumyadip Ghosh (IBM Thomas J. Watson Research Center), Tomasz Nowicki (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  HMC II
Soumyadip Ghosh (IBM Thomas J. Watson Research Center), Tomasz Nowicki (IBM Thomas J. Watson Research Center)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Transfer Operator Method I
Yingdong Lu (IBM Thomas J. Watson Research Center)
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Transfer Operator Method II
Yingdong Lu (IBM Thomas J. Watson Research Center)
Jul 14, 2026
Tuesday
09:00 AM - 10:15 AM
  HMC III
Soumyadip Ghosh (IBM Thomas J. Watson Research Center), Tomasz Nowicki (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  HMC III
Soumyadip Ghosh (IBM Thomas J. Watson Research Center), Tomasz Nowicki (IBM Thomas J. Watson Research Center)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Transfer Operator Method III
Yingdong Lu (IBM Thomas J. Watson Research Center)
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Transfer Operator Method IV
Yingdong Lu (IBM Thomas J. Watson Research Center)
Jul 15, 2026
Wednesday
09:00 AM - 10:15 AM
  Differential equations in Machine Learning
Tomasz Nowicki (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Differential equations in Machine Learning
Tomasz Nowicki (IBM Thomas J. Watson Research Center)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Guest Lecture and Lab visit, III
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Guest Lecture and Lab visit, IV
Jul 16, 2026
Thursday
09:00 AM - 10:15 AM
  Neural Tangent Kernel
Soumyadip Ghosh (IBM Thomas J. Watson Research Center)
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Neural Tangent Kernel
Soumyadip Ghosh (IBM Thomas J. Watson Research Center)
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Tutorial Session III
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Tutorial Session IV
Jul 17, 2026
Friday
09:00 AM - 10:15 AM
  Student Presentations I
10:15 AM - 11:00 AM
  Morning Break
10:30 AM - 12:00 PM
  Student Presentations II
12:00 PM - 01:00 PM
  Lunch
01:00 PM - 02:15 PM
  Student Presentations III
02:15 PM - 02:30 PM
  Afternoon Tea
02:30 PM - 04:00 PM
  Student Presentations IV
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