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Transfer learning is widely used for transferring knowledge from a source domain to the target domain where the labeled data is scarce. Recently, deep transfer learning has achieved remarkable progress in various applications. However, the…

Computation and Language · Computer Science 2020-09-07 Cen Chen , Bingzhe Wu , Minghui Qiu , Li Wang , Jun Zhou

The drive to create thinner, lighter, and more energy efficient devices has resulted in modern SoCs being forced to balance a delicate tradeoff between power consumption, heat dissipation, and execution speed (i.e., frequency). While…

Cryptography and Security · Computer Science 2023-05-23 Hritvik Taneja , Jason Kim , Jie Jeff Xu , Stephan van Schaik , Daniel Genkin , Yuval Yarom

Fault injection attacks (FIA) pose significant security threats to embedded systems as they exploit weaknesses across multiple layers, including system software, instruction set architecture (ISA), microarchitecture, and physical hardware.…

Cryptography and Security · Computer Science 2025-10-24 Arsalan Ali Malik , Harshvadan Mihir , Aydin Aysu

Rising device use and third-party IP integration in semiconductors raise security concerns. Unauthorized access, fault injection, and privacy invasion are potential threats from untrusted actors. Different security techniques have been…

Cryptography and Security · Computer Science 2023-11-20 Geraldine Shirley Nicholas , Dhruvakumar Vikas Aklekar , Bhavin Thakar , Fareena Saqib

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

New hardware primitives such as Intel SGX secure a user-level process in presence of an untrusted or compromised OS. Such "enclaved execution" systems are vulnerable to several side-channels, one of which is the page fault channel. In this…

Cryptography and Security · Computer Science 2016-01-13 Shweta Shinde , Zheng Leong Chua , Viswesh Narayanan , Prateek Saxena

Modern processors dynamically control their operating frequency to optimize resource utilization, maximize energy savings, and conform to system-defined constraints. If, during the execution of a software workload, the running average of…

Cryptography and Security · Computer Science 2023-05-25 Chen Liu , Abhishek Chakraborty , Nikhil Chawla , Neer Roggel

Reading and writing memory are, besides computation, the most common operations a processor performs. The correctness of these operations is therefore essential for the proper execution of any program. However, as soon as fault attacks are…

Cryptography and Security · Computer Science 2018-09-25 Robert Schilling , Mario Werner , Pascal Nasahl , Stefan Mangard

Model extraction is a major threat for embedded deep neural network models that leverages an extended attack surface. Indeed, by physically accessing a device, an adversary may exploit side-channel leakages to extract critical information…

Cryptography and Security · Computer Science 2022-11-11 Raphael Joud , Pierre-Alain Moellic , Simon Pontie , Jean-Baptiste Rigaud

Quantitative theories of information flow give us an approach to relax the absolute confidentiality properties that are difficult to satisfy for many practical programs. The classical information-theoretic approaches for sequential…

Cryptography and Security · Computer Science 2013-06-13 Tri Minh Ngo , Marieke Huisman

Multicore is an integrated circuit chip that uses two or more computational engines (cores) places in a single processor. This new approach is used to split the computational work of a threaded application and spread it over multiple…

Operating Systems · Computer Science 2019-10-03 Reza Fotohi , Mehdi Effatparvar , Fateme Sarkohaki , Shahram Behzad , Jaber Hoseini balov

Caches only exploit spatial and temporal locality in a set of address referenced in a program. Due to dynamic construction of linked data-structures, they are difficult to cache as the spatial locality between the nodes is highly dependent…

Hardware Architecture · Computer Science 2018-01-25 Nitish Kumar Srivastava , Akshay Dilip Navalakha

Side-channel attacks have become prominent attack surfaces in cyberspace. Attackers use the side information generated by the system while performing a task. Among the various side-channel attacks, cache side-channel attacks are leading as…

Cryptography and Security · Computer Science 2023-12-19 Ankit Pulkit , Smita Naval , Vijay Laxmi

Trusted execution environments (TEEs) offer hardware-assisted means to protect code and data. However, as shown in numerous results over the years, attackers can use side-channels to leak data access patterns and even single-step the code.…

Cryptography and Security · Computer Science 2025-09-24 Jan Wichelmann , Anja Rabich , Anna P"atschke , Thomas Eisenbarth

Transformers have become the backbone of many Machine Learning (ML) applications, including language translation, summarization, and computer vision. As these models are increasingly deployed in shared Graphics Processing Unit (GPU)…

Cryptography and Security · Computer Science 2025-08-05 Arunava Chaudhuri , Shubhi Shukla , Sarani Bhattacharya , Debdeep Mukhopadhyay

Research on transient execution attacks including Spectre and Meltdown showed that exception or branch misprediction events might leave secret-dependent traces in the CPU's microarchitectural state. This observation led to a proliferation…

Covert channel attacks represent a significant threat to system security, leveraging shared resources to clandestinely transmit information from highly secure systems, thereby violating the system's security policies. These attacks exploit…

Cryptography and Security · Computer Science 2024-04-10 Shariful Alam , Jidong Xiao , Nasir U. Eisty

Modern computer designs support composite prefetching, where multiple individual prefetcher components are used to target different memory access patterns. However, multiple prefetchers competing for resources can drastically hurt…

Hardware Architecture · Computer Science 2023-07-18 Erika S. Alcorta , Mahesh Madhav , Scott Tetrick , Neeraja J. Yadwadkar , Andreas Gerstlauer

Modern microarchitectures incorporate optimization techniques such as speculative loads and store forwarding to improve the memory bottleneck. The processor executes the load speculatively before the stores, and forwards the data of a…

Cryptography and Security · Computer Science 2019-06-04 Saad Islam , Ahmad Moghimi , Ida Bruhns , Moritz Krebbel , Berk Gulmezoglu , Thomas Eisenbarth , Berk Sunar

Compression algorithms are widely used as they save memory without losing data. However, elimination of redundant symbols and sequences in data leads to a compression side channel. So far, compression attacks have only focused on the…

Cryptography and Security · Computer Science 2021-11-17 Martin Schwarzl , Pietro Borrello , Gururaj Saileshwar , Hanna Müller , Michael Schwarz , Daniel Gruss