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Workshop
Thu 8:00 Scaling laws for deep neural networks: driving theory and understanding through experimental insights
Yasaman Bahri
Workshop
Thu 6:00 Invited Talk (Yasaman Bahri): Understanding Neural Scaling Laws
Yasaman Bahri
Poster
Mon 2:30 Broken Neural Scaling Laws
Ethan Caballero · Kshitij Gupta · Irina Rish · David Krueger
Poster
Tue 7:30 Scaling Laws For Deep Learning Based Image Reconstruction
Tobit Klug · Reinhard Heckel
Poster
Tue 2:30 The Onset of Variance-Limited Behavior for Networks in the Lazy and Rich Regimes
Alexander Atanasov · Blake Bordelon · Sabarish Sainathan · Cengiz Pehlevan
Workshop
Thu 4:00 Broken Neural Scaling Laws
Ethan Caballero · Kshitij Gupta · Irina Rish · David Krueger
Poster
Wed 7:30 Scaling Laws for a Multi-Agent Reinforcement Learning Model
Oren Neumann · Claudius Gros
Poster
Wed 2:30 How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization
Jonas Geiping · Micah Goldblum · Gowthami Somepalli · Ravid Shwartz-Ziv · Tom Goldstein · Andrew Wilson