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We present CrypTFlow, a first of its kind system that converts TensorFlow inference code into Secure Multi-party Computation (MPC) protocols at the push of a button. To do this, we build three components. Our first component, Athos, is an…

Cryptography and Security · Computer Science 2020-03-20 Nishant Kumar , Mayank Rathee , Nishanth Chandran , Divya Gupta , Aseem Rastogi , Rahul Sharma

Unlike other accelerators, FPGAs are capable of supporting cache coherency, thereby turning them into a more powerful architectural option than just a peripheral accelerator. However, most existing deployments of FPGAs are either non-cache…

Hardware Architecture · Computer Science 2022-08-16 Abishek Ramdas , Michael Giardino , Runbin Shi , Adam Turowski , David Cock , Gustavo Alonso , Timothy Roscoe

Malware is a significant threat to the security of computer systems and networks which requires sophisticated techniques to analyze the behavior and functionality for detection. Traditional signature-based malware detection methods have…

Cryptography and Security · Computer Science 2023-06-22 Shaswata Mitra , Stephen A. Torri , Sudip Mittal

With the ever-growing demand for cybersecurity, static key encryption mechanisms are increasingly vulnerable to adversarial attacks due to their deterministic and non-adaptive nature. Brute-force attacks, key compromise, and unauthorized…

Cryptography and Security · Computer Science 2025-11-19 Kavya Bhand , Payal Khubchandani , Jyoti Khubchandani

Modern code completion engines, powered by large language models (LLMs), assist millions of developers with their strong capabilities to generate functionally correct code. Due to this popularity, it is crucial to investigate the security…

Cryptography and Security · Computer Science 2025-06-16 Slobodan Jenko , Niels Mündler , Jingxuan He , Mark Vero , Martin Vechev

While Ethereum smart contracts enabled a wide range of blockchain applications, they are extremely vulnerable to different forms of security attacks. Due to the fact that transactions to smart contracts commonly involve cryptocurrency…

Software Engineering · Computer Science 2019-06-12 Jianbo Gao , Han Liu , Chao Liu , Qingshan Li , Zhi Guan , Zhong Chen

Neural code models have found widespread success in tasks pertaining to code intelligence, yet they are vulnerable to backdoor attacks, where an adversary can manipulate the victim model's behavior by inserting triggers into the source…

Cryptography and Security · Computer Science 2024-10-29 Fangwen Mu , Junjie Wang , Zhuohao Yu , Lin Shi , Song Wang , Mingyang Li , Qing Wang

Fully homomorphic encryption (FHE) enables private inference by evaluating neural networks on encrypted data. In this way, we can delegate the computation to a third party server without ever revealing the user's data. Currently, the CKKS…

Cryptography and Security · Computer Science 2026-05-25 Philipp Kern , Lorenzo Rovida , Samuel Teuber , Edoardo Manino , Carsten Sinz , Alberto Leporati

Preventing abuse of web services by bots is an increasingly important problem, as abusive activities grow in both volume and variety. CAPTCHAs are the most common way for thwarting bot activities. However, they are often ineffective against…

Cryptography and Security · Computer Science 2020-07-22 Yoshimichi Nakatsuka , Ercan Ozturk , Andrew Paverd , Gene Tsudik

Fully Homomorphic Encryption (FHE) represents a paradigm shift in cryptography, enabling computation directly on encrypted data and unlocking privacy-critical computation. Despite being increasingly deployed in real platforms, the…

Cryptography and Security · Computer Science 2025-09-26 Rian Adam Rajagede , Yan Solihin

We demonstrate how AI-powered cybersecurity tools can be turned against themselves through prompt injection attacks. Prompt injection is reminiscent of cross-site scripting (XSS): malicious text is hidden within seemingly trusted content,…

Cryptography and Security · Computer Science 2025-11-18 Víctor Mayoral-Vilches , Per Mannermaa Rynning

Cache timing attacks allow third-party observers to retrieve sensitive information from program executions. But, is it possible to automatically check the vulnerability of a program against cache timing attacks and then, automatically…

Software Engineering · Computer Science 2018-07-23 Sudipta Chattopadhyay , Abhik Roychoudhury

Attacks based on side-channel analysis (SCA) pose a severe security threat to modern computing platforms, further exacerbated on IoT devices by their pervasiveness and handling of private and critical data. Designing SCA-resistant computing…

Cryptography and Security · Computer Science 2025-03-18 Davide Zoni , Andrea Galimberti , Davide Galli

Modern targeted attacks such as Advanced Persistent Threats use multiple hosts as stepping stones and move laterally across them to gain deeper access to the network. However, existing defenses lack end-to-end information flow visibility…

Cryptography and Security · Computer Science 2024-05-27 Osama Bajaber , Bo Ji , Peng Gao

Dynamic program analysis is invaluable for malware detection, debugging, and performance profiling. However, software-based instrumentation incurs high overhead and can be evaded by anti-analysis techniques. In this paper, we propose…

Cryptography and Security · Computer Science 2025-10-21 Changyu Zhao , Yohan Beugin , Jean-Charles Noirot Ferrand , Quinn Burke , Guancheng Li , Patrick McDaniel

LLM-integrated app systems extend the utility of Large Language Models (LLMs) with third-party apps that are invoked by a system LLM using interleaved planning and execution phases to answer user queries. These systems introduce new attack…

Cryptography and Security · Computer Science 2026-05-15 Evan Li , Tushin Mallick , Evan Rose , William Robertson , Alina Oprea , Cristina Nita-Rotaru

The enormous amount of code required to design modern hardware implementations often leads to critical vulnerabilities being overlooked. Especially vulnerabilities that compromise the confidentiality of sensitive data, such as cryptographic…

Cryptography and Security · Computer Science 2021-12-23 Lennart M. Reimann , Luca Hanel , Dominik Sisejkovic , Farhad Merchant , Rainer Leupers

As compared to a large spectrum of performance optimizations, relatively little effort has been dedicated to optimize other aspects of embedded applications such as memory space requirements, power, real-time predictability, and…

Other Computer Science · Computer Science 2011-11-09 O. Ozturk , H. Saputra , M. Kandemir , I. Kolcu

Industrial control systems (ICS), which in many cases are components of critical national infrastructure, are increasingly being connected to other networks and the wider internet motivated by factors such as enhanced operational…

Cryptography and Security · Computer Science 2017-09-20 Cheng Feng , Tingting Li , Zhanxing Zhu , Deeph Chana

Network-on-Chip (NoC) is widely used to facilitate communication between components in sophisticated System-on-Chip (SoC) designs. Security of the on-chip communication is crucial because exploiting any vulnerability in shared NoC would be…

Cryptography and Security · Computer Science 2025-05-07 Hansika Weerasena , Prabhat Mishra
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