dgcnz / dl2

Code for "Effect of equivariance on training dynamics"

dgcnz/dl2 Issues

`aten::grid_sampler_3d_backward` is not implemented
Updated a month ago1
Vectorize rgroup get_weight_constraint
Closed a month ago2
Implement octahedral kernel on gconv
Closed 2 months ago4
Research application of octahedral rotations on vector fields
Updated 2 months ago1
[Meta Issue] (Wang, 2022) Table 1 Reproduction
Closed a month ago5
[Meta Issue] Wang 2022 Extension: Cross evaluation by changing model equivariance (alpha) and dataset equivariance
Closed a month ago2
train_rotation fails with: RuiCnRGCNN.__init__() got an unexpected keyword argument 'alpha'
Closed 2 months ago1
debug/fix broadcasting issue when mse_loss
Closed 2 months ago3
Train relaxed models on smoke plume for different alphas. Use rotation equivariance full and partial.
Closed a month ago1
Train relaxed models on smoke plume for different alphas. Use rotation equivariance full and partial.
Closed 2 months ago1
Port model training optimizer parameters into configs for [wang 2022] reproduction
Closed a month ago1
Add setup/configs for porting models from [Wang 2022] Table 1
Closed 2 months ago
Draft blog post
Closed a month ago1
Implement script/config files to reproduce row of Table 1 from [Wang 2022]
Closed a month ago1
Port models from [Wang 2022] Table 1 reproduction into repo
Closed 2 months ago3
Port SmokePlume dataset generator to avoid test leakage
Closed 2 months ago2
Implement SmokePlume datamodule from existing data
Closed 2 months ago1
Add [wang 2022] rsteerable models to repo
Closed 2 months ago
Cleanup hessian spectra early experiments
Closed 2 months ago
Add e2cnn to conda environment
Closed 2 months ago1
Create script that takes wandb checkpoint and creates/uploads hessian spectra plot
Closed 2 months ago1
Implement super-resolution model architecture
Closed a month ago13
Initial reproduction of table 1 from [Wang 2022]
Closed 2 months ago4
Write Background: Training dynamics
Closed 2 months ago
Write Background: Relaxed Group Equivariance
Closed 2 months ago
Write Results
Closed 2 months ago
Write Experiments and Methodology
Closed 2 months ago
Write Introduction
Closed 2 months ago
Test hypothesis on toy problem
Closed 2 months ago1
CNN hessian eigenvalues are too large?
Updated a month ago
Package Max Hessian Spectra computation
Closed 3 months ago1
Package lie derivative code into neuralyzer
Updated 2 months ago2
[Meta Issue] Analyzing Training Dynamics of enforcing equivariance
Closed a month ago1
[Meta Issue] Analyzing learned equivariance (global vs local)
Closed a month ago1
Measure Hessian spectra on non-equivariant CNN
Closed 2 months ago
Measure Hessian spectra on trained GCNN
Closed 2 months ago
Measure Hessian spectra on trained Relaxed GCNN
Closed 2 months ago
Apply Lie Derivatives to measure layer-wise equivariance on GCNN
Closed 2 months ago
Apply Lie Derivatives to measure layer-wise equivariance on non-equivariant CNN
Closed 2 months ago
Apply Lie Derivatives to measure layer-wise equivariance on Relaxed GCNN
Closed 2 months ago
Research other ways to evaluate training dynamics/convexity
Updated 3 months ago
Debug Hessian Spectra (missing negative eigenvalues)
Updated 3 months ago
Write Background: Lie Derivatives
Closed 2 months ago
[Meta Issue] (Wang, 2023) Table 1 Reproduction
Closed a month ago1
Train relaxed equivariant on PhiFLow
Closed 2 months ago
Train non equivariant on PhiFLow
Closed 2 months ago
Train full-equivariant on PhiFLow
Closed 2 months ago
Train full-equivariant on JHTDB
Closed 2 months ago
Train relaxed-equivariant on JHTDB
Closed 2 months ago
Train non-equivariant on JHTDB
Closed 2 months ago