Siddhartha Datta
Biography
Working on the adaptation of deep neural networks against distribution shifts.
Recent Work
Papers:
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
Teaching
Michaelmas 2020
- Computer Security
Hilary 2021
- Artificial Intelligence
- Advanced Security
- Networks
Contact
Office: Room 470, Wolfson Building, Department of Computer Science
Email: firstname.lastname@cs.ox.ac.uk