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20242026
most citedCompressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization

2 citations · 2 across the 8 of their papers we have counts for

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8 papers

cs.CV2026

Temporal Self-Distillation: Learning Visual State Tracking in Videos Without Supervision

Shravan Venkatraman, Wenshuai Zhao, Mohammad Hassan Vali +1

We introduce ST (Self-Supervised Self-Distillation over Time), which, to the best of our knowledge, is the first fully self-contained framework for continuous video state track…

cs.LG2026

Sparsely Supervised Diffusion

Wenshuai Zhao, Zhiyuan Li, Yi Zhao +5

Diffusion models have shown remarkable success across a wide range of generative tasks. However, they often suffer from spatially inconsistent generation, arguably due to the inher…

cs.CV2025

Smol-GS: Compact Representations for Abstract 3D Gaussian Splatting

Haishan Wang, Mohammad Hassan Vali, Arno Solin

We present Smol-GS, a novel method for learning compact representations for 3D Gaussian Splatting (3DGS). Our approach learns highly efficient splat-wise features to model 3D space…

cs.CV2025

Self-Attention Decomposition For Training Free Diffusion Editing

Tharun Anand, Mohammad Hassan Vali, Arno Solin +2

Diffusion models achieve remarkable fidelity in image synthesis, yet precise control over their outputs for targeted editing remains challenging. A key step toward controllability…

cs.LG2025

DiVeQ: Differentiable Vector Quantization Using the Reparameterization Trick

Mohammad Hassan Vali, Tom Bäckström, Arno Solin

Vector quantization is common in deep models, yet its hard assignments block gradients and hinder end-to-end training. We propose DiVeQ, which treats quantization as adding an erro…

eess.AS2025

Privacy Disclosure of Similarity Rank in Speech and Language Processing

Tom Bäckström, Mohammad Hassan Vali, My Nguyen +1

Speaker, author, and other biometric identification applications often compare a sample's similarity to a database of templates to determine the identity. Given that data may be no…

cs.CV2025★ 2 cited

Compressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization

Haishan Wang, Mohammad Hassan Vali, Arno Solin

3D Gaussian Splatting (3DGS) has demonstrated remarkable effectiveness in 3D reconstruction, achieving high-quality results with real-time radiance field rendering. However, a key…

cs.CV2024

Unsupervised Panoptic Interpretation of Latent Spaces in GANs Using Space-Filling Vector Quantization

Mohammad Hassan Vali, Tom Bäckström

Generative adversarial networks (GANs) learn a latent space whose samples can be mapped to real-world images. Such latent spaces are difficult to interpret. Some earlier supervised…