12.01.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Felipe Suárez-Colmenares (MIT)
• Learning threshold neurons via the "edge of stability”
• see video
• see slides

19.01.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Xiaowu Dai (UCLA)
• Kernel Ordinary Differential Equations
• see video

26.01.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Liu Ziyin (University of Tokyo)
• The Probabilistic Stability and Low-Rank Bias of SGD
• see video

02.02.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Mihaela Rosca (DeepMind)
• On continuous time models of gradient descent and instability in deep learning
• see video

09.02.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Renjie Liao (University of British Columbia)
• Gaussian-Bernoulli RBMs Without Tears
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16.02.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Julia Elisenda Grigsby (Boston College)
• Functional dimension of ReLU Networks
• see video

23.02.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Jalaj Bhandari (Columbia University)
• Global guarantees for policy gradient methods.
• see video
• see slides

02.03.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Samy Wu Fung (Colorado School of Mines)
• Using Hamilton Jacobi PDEs in Optimization
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• see slides

09.03.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Ricardo S. Baptista (Caltech)
• On the representation and learning of triangular transport maps
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16.03.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Chulhee Yun (KAIST)
• Shuffling-based stochastic optimization methods: bridging the theory-practice gap
• see video

23.03.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Dohyun Kwon (University of Wisconsin-Madison)
• Convergence of score-based generative modeling
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06.04.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Jaehoon Lee (Google Brain)
• Exploring Infinite-Width Limit of Deep Neural Networks
• see video

13.04.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Wei Zhu (University of Massachusetts Amherst)
• Implicit Bias of Linear Equivariant Steerable Networks
• see video
• see slides

20.04.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Aditya Grover (UCLA)
• Generative Decision Making Under Uncertainty
• see video

27.04.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Stéphane d'Ascoli (ENS and FAIR Paris)
• Double descent: insights from the random feature model
• see video

11.05.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Henning Petzka (RWTH Aachen University)
• Relative flatness and generalization
• see video

18.05.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Duc N.M Hoang (University of Texas, Austin)
• Revisiting Pruning as Initialization through the Lens of Ramanujan Graph
• see video

25.05.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Łukasz Dębowski (IPI PAN)
• A Simplistic Model of Neural Scaling Laws: Multiperiodic Santa Fe Processes
• Link
• see slides

01.06.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Rishi Sonthalia (UCLA)
• Least Squares Denoising: Non-IID Data, Transfer Learning and Under-parameterized Double Descent

08.06.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Simone Bombari (IST Austria)
• Optimization, Robustness and Privacy. A Story through the Lens of Concentration
• Live Stream, registration required, check abstract for details

06.07.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Ronen Basri (Weizmann Institute of Science)
• to be announced
• Live Stream, registration required, check abstract for details

17.08.2023, 17:00 Uhr, Math Machine Learning seminar MPI MIS + UCLA

• Surbhi Goel (University of Pennsylvania)
• to be announced
• Live Stream, registration required, check abstract for details