Scholar
Gurprit Singh
Google Scholar ID: s_zFnhQAAAAJ
Advanced Micro devices (AMD)
Generative Models
MCMC
Generative Rendering
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Citations & Impact
All-time
Citations
424
H-index
10
i10-index
13
Publications
20
Co-authors
0
Contact
Email
gsingh@mpi-inf.mpg.de
GitHub
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Publications
6 items
MCMC: Bridging Rendering, Optimization and Generative AI
2025
Cited
0
Restereo: Diffusion stereo video generation and restoration
2025
Cited
0
Edge-preserving noise for diffusion models
arXiv.org · 2024
Cited
0
Jump Restore Light Transport
arXiv.org · 2024
Cited
0
Multiple importance sampling for stochastic gradient estimation
arXiv.org · 2024
Cited
0
Online Importance Sampling for Stochastic Gradient Optimization
2023
Cited
0
Resume (English only)
Academic Achievements
- Edge-preserving noise for diffusion models, ICLR Workshop 2025
- Online importance sampling for stochastic gradient optimization, ICPRAM 2025 (Best Student Paper Award)
- Multiple importance sampling for stochastic gradient estimation, ICPRAM 2025
- MCMC: Bridging Rendering, Optimization and Generative AI, SIGGRAPH Asia Courses 2024
- Blue noise for diffusion models, SIGGRAPH North America 2024
- Joint sampling and optimisation for inverse rendering, SIGGRAPH Asia 2023
- Perceptual error optimization for Monte Carlo animation rendering, SIGGRAPH Asia 2023 (conference track)
- Patternshop: Editing point patterns with image manipulations, SIGGRAPH North America 2023
- Informatik spectrum: Scalable multi-class sampling via filtered sliced optimal transport, Cover Image for Informatik Spectrum, October 2022
- Scalable multi-class sampling via filtered sliced optimal transport, SIGGRAPH Asia 2022 / ACM Transactions on Graphics, Volume 41 issue 6, December 2022
Research Experience
- Associate Senior Researcher at MPI for Informatics
- SIGGRAPH 2024-Present: Technical program committee member for SIGGRAPH North America
- EG 2025: Co-chair for Doctoral Consortium Program
- EG 2024: International program committee member for Eurographics
- CVM 2024: International program committee member for Computational Visual Media
- EGSR 2022-Present: Technical program committee member for Eurographics Symposium on Rendering
- EG 2023: Co-chairing Posters and the Diversity & Inclusion Program
- SIGGRAPH Asia 2022: International program committee member for SIGGRAPH Asia
- EGSR 2021: Conference co-chair with Pascal Grittmann and Philipp Slusallek (Saarland University)
- EG 2020-21: International program committee member for Eurographics Short Papers
- PG 2019-21: International program committee member for Pacific Graphics
- Reviewer: SIGGRAPH, TOG, Eurographics (EG), EGSR, Pacific Graphics, JCST, HELIYON (Elsevier)
Background
I am an associate senior researcher at MPI for informatics. My research revolves around Monte Carlo integration with a focus on Markov Chain Monte Carlo sampling for generative AI, gradient-based optimization, and physically based rendering.
Miscellany
X-Twitter: @sinbagga
Co-authors
0 total
Co-authors: 0 (list not available)
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