24–26 Apr 2026
The-K Jirisan Family Hotel, Sandong, Gurye
Asia/Seoul timezone

Session

Session 4

25 Apr 2026, 15:05
Cheonwangbong Hall (The-K Jirisan Family Hotel, Sandong, Gurye)

Cheonwangbong Hall

The-K Jirisan Family Hotel, Sandong, Gurye

Jeollanam-do, Republic of Korea

Conveners

Session 4

  • Won Sang Cho (IBS CTPU-PTC)

Presentation materials

There are no materials yet.

  1. Jae Sik Lee (Chonnam National University)
    25/04/2026, 15:05
  2. Sang Hui Im (IBS CTPU-PTC)
    25/04/2026, 15:30
  3. Kang-Sin Choi (Ewha Womans University)
    25/04/2026, 15:55
  4. Jaeok Yi (KAIST)
    25/04/2026, 16:20

    In this talk, we approach deep neural networks from the perspective of physics, introducing the bulk–boundary decomposition as a novel framework for analyzing their training dynamics. By treating the learning process as a physical system, we demonstrate that the stochastic gradient descent formulation yields a Lagrangian that can be cleanly separated into a data-independent bulk action and a...

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