Youth in High Dimensions: Recent Progress in Machine Learning, High-Dimensional Statistics and Inference

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Secretariat:

smr3940@ictp.it

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Contribution List

Displaying 16 contributions out of 16

Contributed Talks

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Contributed Talks

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Diffusion & Sampling (1)

Session:

- Generalization_in_diffusion_models_arises_from_geometry-adaptive_harmonic_representations_Z._KADKHODAIE.pdf

Diffusion & Sampling (2)

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- Posterior_Sampling_from_the_Spiked_Models_via_Diffusion_Processes_Y._WU.pdf
- Theory_for_diffusion_models_S._CHEWWI.pdf

Discussion

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Discussion

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Discussion

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High-d stats

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Opening remarks

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Poster presentations

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Registration and administrative formalities

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SGD-LT (1)

Session:

- Learning_low-dimensional_functions_with_SGD,_efficiently_L._STEPHAN.pdf
- New_perspectives_on_convolutions_and_depth_in_neural_networks_H._PINSON.pdf

SGD-LT (2)

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- Stochastic_Optimization_in_High_Dimensional_Structured_Data_I._SEROUSSI.pdf

SGD-LT (3)

Session:

- Scaling_Law-_compute_optimal_curves_on_a_simple_model_C._PAQUETTE.pdf
- Theoretical_Foundations_of_Adversarially_Robust_Learning__O._MONTASSER.pdf

SGD-LT (4)

Session:

- On_the_universality_of_neural_encodings_in_CNNs_F._GUTH.pdf
- Theory_of_Compression_via_Shallow_Autoencoders_A._SHEVCHENKO.pdf

Stat-mech NN

Session:

- A_Phase_Transition_between_Positional_and_Semantic_Learning_in_a_Solvable_Model_of_Dot-Product_Attention_H._CUI.pdf
- Statistical-Physics_Approaches_to_Understanding_Activity_Structure_and_Dynamics_in_Large_Recurrent_Neural_Networks_D._CLARK.pdf

Organizers

Marylou Therese Gabrie (École Polytechnique), Sebastian Goldt (SISSA), Marco Mondelli (IST, Austria), Local Organiser: Jean Barbier (ICTP)