60 citations · 60 across the 11 of their papers we have counts for
3 papers · 1 filter
Landscaping Linear Mode Connectivity
Sidak Pal Singh, Linara Adilova, Michael Kamp +3
The presence of linear paths in parameter space between two different network solutions in certain cases, i.e., linear mode connectivity (LMC), has garnered interest from both theo…
Hallmarks of Optimization Trajectories in Neural Networks: Directional Exploration and Redundancy
Sidak Pal Singh, Bobby He, Thomas Hofmann +1
We propose a fresh take on understanding the mechanisms of neural networks by analyzing the rich directional structure of optimization trajectories, represented by their pointwise…
RAVEN: Rethinking Adversarial Video Generation with Efficient Tri-plane Networks
Partha Ghosh, Soubhik Sanyal, Cordelia Schmid +1
We present a novel unconditional video generative model designed to address long-term spatial and temporal dependencies, with attention to computational and dataset efficiency. To…