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teaching:st24:master-seminar [2024/04/13 22:54] jschwarz [Organization] |
teaching:st24:master-seminar [2024/06/11 21:00] (current) jschwarz [Dates] |
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| * **Prerequisites:** Basic knowledge in probability theory and statistics | * **Prerequisites:** Basic knowledge in probability theory and statistics | ||
| * **Registration:** Via email to Jonathan | * **Registration:** Via email to Jonathan | ||
| - | * **First (organizational) meeting:** Friday, 26 April at 14:00 c.t. | + | * **First (organizational) meeting:** **Friday, the 26th of April** at 14:00 c.t. |
| - | * **Time and Location:** Friday 14:00 c.t. (The location will be announced soon) | + | * **Time and Location:** Friday 14:00 c.t. (SR 6 in INF205) |
| Further information on the seminar will be announced in the first organizational meeting. For any specific question you can contact [[:people | Jonathan Schwarz]]. | Further information on the seminar will be announced in the first organizational meeting. For any specific question you can contact [[:people | Jonathan Schwarz]]. | ||
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| + | ==== Dates ==== | ||
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| + | * ** 14th of June 2024 ** | ||
| + | * **Neural ordinary differential equations** with Hao | ||
| + | * **An introduction to deep generative modeling** with Ying | ||
| + | * ** 21st of June 2024 ** | ||
| + | * **Score-based generative modeling through stochastic differential equations** with Philipp | ||
| + | * **Generative modeling by estimating gradients of the data distribution** with Sanmati | ||
| + | * **Flow matching for generative modeling** with Shijie | ||
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| * **Score-based generative modeling through stochastic differential equations**,// Song, Yang and Sohl-Dickstein, Jascha and Kingma, Diederik P and Kumar, Abhishek and Ermon, Stefano and Poole, Ben//, ICLR (2021) | * **Score-based generative modeling through stochastic differential equations**,// Song, Yang and Sohl-Dickstein, Jascha and Kingma, Diederik P and Kumar, Abhishek and Ermon, Stefano and Poole, Ben//, ICLR (2021) | ||
| * **Gotta go fast when generating data with score-based models**,// olicoeur-Martineau, Alexia and Li, Ke and Piché-Taillefer, Rémi and Kachman, Tal and Mitliagkas, Ioannis//, arXiv preprint (2021) | * **Gotta go fast when generating data with score-based models**,// olicoeur-Martineau, Alexia and Li, Ke and Piché-Taillefer, Rémi and Kachman, Tal and Mitliagkas, Ioannis//, arXiv preprint (2021) | ||
| + | * **Flow matching for generative modeling**,// Lipman, Yaron and Chen, Ricky TQ and Ben-Hamu, Heli and Nickel, Maximilian and Le, Matt//, arXiv preprint arXiv:2210.02747 | ||