Research map / Probabilistic and scientific modeling / Molecules and proteins
The Sparse Manifold Transform
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the SMT embedding to project sparse codes from natural video | Sparse codes of natural video frames · Natural video | trajectory smoothness | Helped |
| Reconstruct frames from the SMT embedding using the inverse embedding | Sparse Manifold Transform · Natural video | reconstruction quality | Helped |
| Add embedding regularization to sparse coefficient inference (ablation) | Sparse Manifold Transform · Video sequences | trajectory linearity | Helped |
| Use 21 functional embedding dimensions instead of the classical 2-dimensional embedding (ablation) | Functional embedding · Synthetic 4-sparse function on the unit disc | sparse-function recovery | Helped |
| Use ZCA whitening instead of the described Fourier-domain whitening (ablation) | Sparse Manifold Transform · Natural videos | representation quality | No clear effect |
Closest papers by meaning
- Minimalistic Unsupervised Representation Learning with the Sparse Manifold Transform (ICLR 2023 · similarity 0.90)
- The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws (NeurIPS 2026 · similarity 0.85)
- Sparse Autoencoders, Again? (ICML 2025 · similarity 0.84)
- MCNC: Manifold-Constrained Reparameterization for Neural Compression (ICLR 2025 · similarity 0.83)
- Task-Induced Riemannian Metrics for Vision Transformer Feature Spaces (NeurIPS 2026 · similarity 0.83)
- Contrastive Self-Supervised Learning As Neural Manifold Packing (NeurIPS 2025 · similarity 0.83)
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