Scholar
Litu Rout
Google Scholar ID: GYy7fWwAAAAJ
University of Texas at Austin
Machine Learning
Generative Modeling
Sampling
Optimization
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Citations & Impact
All-time
Citations
2,255
H-index
14
i10-index
15
Publications
20
Co-authors
30
list available
Contact
Email
litu.rout@utexas.edu
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Publications
6 items
EntRGi: Entropy Aware Reward Guidance for Diffusion Language Models
2026
Cited
0
Test-Time Anchoring for Discrete Diffusion Posterior Sampling
2025
Cited
0
Efficient Approximate Posterior Sampling with Annealed Langevin Monte Carlo
2025
Cited
0
Anchored Diffusion Language Model
2025
Cited
0
Constrained Posterior Sampling: Time Series Generation with Hard Constraints
arXiv.org · 2024
Cited
2
An Optimal Transport Perspective on Unpaired Image Super-Resolution
2022
Cited
12
Resume (English only)
Academic Achievements
Awarded Amazon AI PhD Fellowship in 2025
Multiple papers accepted at top-tier conferences: NeurIPS 2025 (2 papers), ICLR 2025 (3 papers, including 1 Oral with 1.8% acceptance rate), CVPR 2024, NeurIPS 2023, ICLR 2023, COLT 2023, AAAI 2021, etc.
Numerous preprints on arXiv covering diffusion models, constrained sampling, and inverse problems
Granted patent in 2020: 'A Method for Sequential Information Condensation using Fourier Basis'
Published paper on Phobos image enhancement in Planetary and Space Science Journal (2021)
Published 'ALERT' in IEEE Transactions on Geoscience and Remote Sensing (impact factor: 5.85) in 2020
Served as reviewer or program committee member for NeurIPS, ICLR, ICML, CVPR, AAAI, SIGGRAPH, and journals including JMLR, TMLR, IEEE TAI, etc.
Received Cockrell School of Engineering Fellowship from UT Austin in 2022
Co-authors
30 total
Constantine Caramanis
Professor of Electrical and Computer Engineering, UT Austin
Wen-Sheng Chu
Research Scientist, Google
Co-author 3
Alexander Korotin
Skoltech, AIRI
Evgeny Burnaev
Skoltech, Full Professor, Head of AI center, Head of research group, AIRI
Nataniel Ruiz
Senior Research Scientist, Google
Abhishek Kumar
Google Brain
Co-author 8
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