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Large-scale machine learning and data mining methods routinely distribute computations across multiple agents to parallelize processing. The time required for the computations at the agents is affected by the availability of local resources…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-28 Busra Tegin , Eduin. E. Hernandez , Stefano Rini , Tolga M. Duman

Reachability analysis is a fundamental problem for safety verification and falsification of Cyber-Physical Systems (CPS) whose dynamics follow physical laws usually represented as differential equations. In the last two decades, numerous…

Symbolic Computation · Computer Science 2018-04-11 Hoang-Dung Tran , Weiming Xiang , Nathaniel Hamilton , Taylor T. Johnson

Whenever modern CPUs encounter a conditional branch for which the condition cannot be evaluated yet, they predict the likely branch target and speculatively execute code. Such pipelining is key to optimizing runtime performance and is…

Cryptography and Security · Computer Science 2018-01-15 Giorgi Maisuradze , Christian Rossow

Imagine a group of citizens willing to collectively contribute their personal data for the common good to produce socially useful information, resulting from data analytics or machine learning computations. Sharing raw personal data with a…

Cryptography and Security · Computer Science 2021-12-24 Riad Ladjel , Nicolas Anciaux , Aurélien Bellet , Guillaume Scerri

Traditional side-channels take advantage of secrets being used as inputs to unsafe instructions, used for memory accesses, or used in control flow decisions. Constant-time programming, which restricts such code patterns, has been widely…

Cryptography and Security · Computer Science 2026-01-21 Reshabh K Sharma , Dan Grossman , David Kohlbrenner

Speculative decoding has emerged as a promising technique for large language model (LLM) inference by accelerating autoregressive decoding via draft-then-verify. This paper studies a new edge scenario with multi-user inference, where draft…

Information Theory · Computer Science 2026-04-24 Yaodan Xu , Sheng Zhou , Zhisheng Niu

Dependently typed programming languages such as Coq, Agda, Idris, and F*, allow programmers to write detailed specifications of their programs and prove their programs meet these specifications. However, these specifications can be violated…

Programming Languages · Computer Science 2025-09-12 Paulette Koronkevich , William J. Bowman

Memory disclosure attacks play an important role in the exploitation of memory corruption vulnerabilities. By analyzing recent research, we observe that bypasses of defensive solutions that enforce control-flow integrity or attempt to…

Cryptography and Security · Computer Science 2020-07-08 Robert Gawlik , Philipp Koppe , Benjamin Kollenda , Andre Pawlowski , Behrad Garmany , Thorsten Holz

Spectre attacks disclosed in early 2018 expose data leakage scenarios via cache side channels. Specifically, speculatively executed paths due to branch mis-prediction may bring secret data into the cache which are then exposed via cache…

Cryptography and Security · Computer Science 2020-05-26 Guanhua Wang , Sudipta Chattopadhyay , Arnab Kumar Biswas , Tulika Mitra , Abhik Roychoudhury

Trusted Execution Environments (TEEs) provide hardware-based isolation to protect sensitive data and computations from potentially compromised operating systems (OS). However, TEE applications inevitably interact with the untrusted OS…

Software Engineering · Computer Science 2026-05-22 Chengyan Ma , Jieke Shi , Ruidong Han , Ye Liu , Feng Li , Yuqing Niu , David Lo

The disclosure of the Spectre speculative-execution attacks in January 2018 has left a severe vulnerability that systems are still struggling with how to patch. The solutions that currently exist tend to have incomplete coverage, perform…

Cryptography and Security · Computer Science 2020-06-09 Sam Ainsworth , Timothy M. Jones

We propose ProSpeCT, a generic formal processor model providing provably secure speculation for the constant-time policy. For constant-time programs under a non-speculative semantics, ProSpeCT guarantees that speculative and out-of-order…

Cryptography and Security · Computer Science 2023-08-14 Lesly-Ann Daniel , Marton Bognar , Job Noorman , Sébastien Bardin , Tamara Rezk , Frank Piessens

Large-scale machine learning and data mining methods routinely distribute computations across multiple agents to parallelize processing. The time required for computation at the agents is affected by the availability of local resources…

Information Theory · Computer Science 2021-03-22 Busra Tegin , Eduin E. Hernandez , Stefano Rini , Tolga M. Duman

Data pre-processing pipelines are the bread and butter of any successful AI project. We introduce a novel programming model for pipelines in a data lakehouse, allowing users to interact declaratively with assets in object storage. Motivated…

Databases · Computer Science 2024-11-14 Jacopo Tagliabue , Ryan Curtin , Ciro Greco

Encrypted computing is an emerging technology based on a processor that `works encrypted', taking encrypted inputs to encrypted outputs while data remains in encrypted form throughout. It aims to secure user data against possible insider…

Cryptography and Security · Computer Science 2019-02-19 Peter T. Breuer

Modern microprocessors depend on speculative execution, creating vulnerabilities that enable transient execution attacks. Prior defenses target speculative data leakage but overlook false dependencies from partial address aliasing, where…

Cryptography and Security · Computer Science 2026-01-30 Gayathri Subramanian , Girinath P , Nitya Ranganathan , Kamakoti Veezhinathan , Gopalakrishnan Srinivasan

Shared cache resources in multi-core processors are vulnerable to cache side-channel attacks. Recently proposed defenses have their own caveats: Randomization-based defenses are vulnerable to the evolving attack algorithms besides relying…

Cryptography and Security · Computer Science 2021-10-18 Ghada Dessouky , Alexander Gruler , Pouya Mahmoody , Ahmad-Reza Sadeghi , Emmanuel Stapf

Authors of cryptographic software are well aware that their code should not leak secrets through its timing behavior, and, until 2018, they believed that following industry-standard constant-time coding guidelines was sufficient. However,…

Cryptography and Security · Computer Science 2025-09-11 Shixin Song , Tingzhen Dong , Kosi Nwabueze , Julian Zanders , Andres Erbsen , Adam Chlipala , Mengjia Yan

Speculative execution is an optimization technique that has been part of CPUs for over a decade. It predicts the outcome and target of branch instructions to avoid stalling the execution pipeline. However, until recently, the security…

Cryptography and Security · Computer Science 2018-08-21 Giorgi Maisuradze , Christian Rossow

We address the problem of reverse engineering of stripped executables, which contain no debug information. This is a challenging problem because of the low amount of syntactic information available in stripped executables, and the diverse…

Machine Learning · Computer Science 2020-12-01 Yaniv David , Uri Alon , Eran Yahav