Learning Manifold Dimensions with Conditional Variational Autoencoders

Implementation in PyTorch

Dependencies

• torch==1.10.2
• torchvision==0.11.3
• pyro==1.8.0
• numpy==1.19.5

Running the code

• Table 1: python3 sync_cvae_std.py
• Table 2: python3 mnist_vae.py
• Table 3: python3 sync_cvae_param
• Table 4: python3 mnist_cvae.py
• Table 5: python3 sync_adaptive_discrete.py
• Table 6: python3 sync_adaptive_continuous.py
• Table 7: First column is from sync_cvae_std.py. For second and third columns run python3 sync_decoder_structure.py
• Table 8: python3 sync_sequence.py