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statistical physics

3 papers across 3 sessions

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Generative diffusion for perceptron problems: statistical physics analysis and efficient algorithms
#800 · Davide Straziota, Elizaveta Demyanenko, Carlo Baldassi, Carlo Lucibello

Poster Session 3

1 paper
Thursday, December 4, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
A solvable model of learning generative diffusion: theory and insights
#3011 · Hugo Cui, Cengiz Pehlevan, Yue Lu

We characterize the distribution of the generated samples for a solvable model of diffusion model in high dimensions, parametrized by a two-layer autoencoder.

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
The Effect of Optimal Self-Distillation in Noisy Gaussian Mixture Model
#2915 · Kaito Takanami, Takashi Takahashi, Ayaka Sakata