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Siddhartha Datta

Personal photo - Siddhartha Datta

Siddhartha Datta

Doctoral Student

Student, New College

Wolfson Building, Parks Road, Oxford OX1 3QD


Working on the adaptation of deep neural networks against distribution shifts.

Recent Work


S. Datta, N. Shadbolt. 2022. Accepted. Backdoors Stuck At The Frontdoor: Multi-Agent Backdoor Attacks That Backfire. In ICLR 2022 Workshop in ICLR22 Workshop on Gamification and Multiagent Solutions

S. Datta, K. Kollnig, N. Shadbolt. 2022. Accepted. Mind-proofing Your Phone: Navigating the Digital Minefield with GreaseTerminator. In ACM IUI 2022

K. Kollnig, S. Datta, M. Kleek. 2021. Accepted. I Want My App That Way: Reclaiming Sovereignty Over Personal Devices. In ACM CHI 2021

S. Datta. 2021. Accepted. DeepObfusCode: Source Code Obfuscation Through Sequence-to-Sequence Networks. In AISC 2021

S. Datta, K. Kollnig, N. Shadbolt. 2022. Preprint. GreaseVision: Rewriting the Rules of the Interface

S. Datta. 2022. Preprint. Parameter Adaptation in Bounded Spaces

S. Datta, N. Shadbolt. 2022. Preprint. Low-Loss Subspace Compression for Clean Gains against Multi-Agent Backdoor Attacks

S. Datta, G. Lovisotto, N. Shadbolt. 2021. Preprint. Widen the Backdoor To Let More Attackers In

S. Datta, N. Shadbolt. 2021. Preprint. Hiding Behind Backdoors: Self-Obfuscation Against Generative Models

S. Datta. 2021. Preprint. Learn2Weight: Weights Transfer Defense against Similar-domain Adversarial Attacks

Code: [GreaseTerminator] [GreaseDroid], [Fast power spectrum interpolation], [DeepObfusCode], [Decentralized steganography] [GIFShop Wizard]


Institutional Affiliations

Active affiliations:
Human Centered Computing Group, U of Oxford
BIPAC, Dept of Astrophysics, U of Oxford
Systems Security Lab, U of Oxford

Former affiliations:
Goldman Sachs
Credit Suisse
Société Générale
Language and Cognitive Development Lab, UC Berkeley
Knight Lab, UC Berkeley
CalUnmanned, UC Berkeley
Dept of Information Systems, HKUST
Dept of Management, HKUST
CAV, U of Oxford
Dynamic Robot Systems Group, U of Oxford


Michaelmas 2020

  • Computer Security

Hilary 2021

  • Artificial Intelligence
  • Advanced Security
  • Networks


Office: Room 470, Wolfson Building, Department of Computer Science