Youth in High Dimensions: Recent Progress in Machine Learning, High-Dimensional Statistics and Inference | (smr 3940) (20-24 May 2024)

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Displaying 9 authors out of 9

ALEX SHEVCHENKO (ISTA, AUSTRIA), FLORENTIN GUTH (NEW YORK UNIVERSITY, USA)

SGD-LT (4)

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

DARIA TIEPLOVA (ICTP, ITALY), ANTOINE BODIN (EPFL, SWITZERLAND), YUFAN LI (HARVARD UNIVERSITY, USA)

High-d stats

HADI DANESHMAND (MIT, USA), OMAR MONTASSER (TOYOTA TECHNOLOGICAL INSTITUTE AT CHICAGO, USA), COURTNEY PAQUETTE (MCGILL UNIVERSITY, CANADA)

SGD-LT (3)

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

HUGO CHAO CUI (EPFL, SWITZERLAND), DAVID CLARK (COLUMBIA UNIVERSITY, USA)

Stat-mech NN

- 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

INBAR SEROUSSI (TEL AVIV UNIVERSITY, ISRAEL), DENNY WU (NEW YORK UNIVERSITY, USA)

SGD-LT (2)

- Stochastic_Optimization_in_High_Dimensional_Structured_Data_I._SEROUSSI.pdf

LUDOVIC THÉO STEPHAN (ÉCOLE POLYTECHNIQUE FÉDÉRALE DE LAUSANNE, SWITZERLAND), HANNAH PINSON (EINDHOVEN UNIVERSITY OF TECHNOLOGY, NETHERLANDS)

SGD-LT (1)

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

MARYLOU THERESE GABRIE (ÉCOLE POLYTECHNIQUE, FRANCE), SEBASTIAN GOLDT (SISSA, ITALY), MARCO MONDELLI (ISTA, AUSTRIA), JEAN BARBIER (ICTP, ITALY)

Opening remarks

NICHOLAS BOFFI (COURANT INSTITUTE OF MATHEMATICAL SCIENCES, USA), FRANCISCO VARGAS (UNIVERSITY OF CAMBRIDGE, UK), ZARA KADKHODAIE (NEW YORK UNIVERSITY, USA)

Diffusion & Sampling (1)

- Generalization_in_diffusion_models_arises_from_geometry-adaptive_harmonic_representations_Z._KADKHODAIE.pdf

YUCHEN WU (UNIVERSITY OF PENNSYLVANIA, USA), SINHO CHHEWI (INSTITUTE FOR ADVANCED STUDY, USA)

Diffusion & Sampling (2)

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

Organizers

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

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