← Authors

Sivakanth Gopi

12 papers · 2020–2025 · 4 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (14) 🌍 Conference Polyglot (4) 🏃 Academic Marathon (5) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (6) 🌉 Interdisciplinary Bridge 🔥 Unstoppable (6) 💎 Century Club (12)

Conferences

COLT (4) ICLR (3) NIPS (3) ICML (2)

Top co-authors

Janardhan Kulkarni (8) Yin Tat Lee (6) Sergey Yekhanin (5) Zinan Lin (3) Arturs Backurs (3) Huseyin A Inan (3) Huishuai Zhang (2) Lukas Wutschitz (2) Andre Manoel (2) Gautam Kamath (2)

Research topics

Differential Privacy (1)

Keywords

differential privacy (6) stochastic gradient descent (1) convex optimization (1) information extraction (1) privacy-preserving learning (1) markov chain monte carlo (1) hypothesis testing (1) empirical risk (1) exponential mechanism (1) local privacy (1) mixing time (1) gradient norm (1) private training (1) log-concave distribution (1) proximal sampler (1) stochastic method (1) text datum (1) langevin algorithm (1) distribution estimation (1) gaussian differential privacy (1)

Papers

DiscQuant: A Quantization Method for Neural Networks Inspired by Discrepancy Theory COLT 2025
Differentially Private Synthetic Data via Foundation Model APIs 2: Text ICML 2024
Differentially Private Synthetic Data via Foundation Model APIs 1: Images ICLR 2024
Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation ICLR 2024
Algorithmic Aspects of the Log-Laplace Transform and a Non-Euclidean Proximal Sampler COLT 2023
Private Convex Optimization via Exponential Mechanism COLT 2022
Differentially Private Fine-tuning of Language Models ICLR 2022
Fast and Memory Efficient Differentially Private-SGD via JL Projections NIPS 2021
Numerical Composition of Differential Privacy NIPS 2021
Differentially Private n-gram Extraction NIPS 2021
Locally Private Hypothesis Selection COLT 2020
Differentially Private Set Union ICML 2020