Sivakanth Gopi
12 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (23)
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(62)
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Century Club Β· Bronze
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Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Machine Learning
(8)
Application Areas
(7)
Optimization & Theory
(5)
Deep Learning
(4)
Security & Privacy
(4)
Differential Privacy
(4)
Artificial Intelligence
(3)
Natural Language Processing
(3)
Learning Types Β· Machine Learning
(3)
Mathematics & Optimization
(2)
Core AI
(2)
Learning Types Β· Deep Learning
(2)
Optimization
(2)
Resources & Methods
(2)
Data Science & Analytics
(1)
Keywords
differential privacy
(11)
convex optimization
(2)
large language model
(2)
synthetic data generation
(2)
markov chain monte carlo
(1)
in-context learning
(1)
stochastic gradient descent
(1)
privacy-preserving learning
(1)
image generation
(1)
sample complexity
(1)
mixing time
(1)
hypothesis testing
(1)
empirical risk
(1)
exponential mechanism
(1)
local privacy
(1)
information extraction
(1)
language model
(1)
synthetic data
(1)
foundation model
(1)
few-shot learning
(1)
Papers
DiscQuant: A Quantization Method for Neural Networks Inspired by Discrepancy Theory
COLT 2025
Differentially Private Synthetic Data via Foundation Model APIs 1: Images
ICLR 2024
Differentially Private Synthetic Data via Foundation Model APIs 2: Text
ICML 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
Differentially Private Fine-tuning of Language Models
ICLR 2022
Private Convex Optimization via Exponential Mechanism
COLT 2022
Differentially Private n-gram Extraction
NeurIPS 2021
Fast and Memory Efficient Differentially Private-SGD via JL Projections
NeurIPS 2021
Numerical Composition of Differential Privacy
NeurIPS 2021
Differentially Private Set Union
ICML 2020
Locally Private Hypothesis Selection
COLT 2020