Center for Advanced Studies (CAS) Research Focus Physics and Security
Center for Advanced Studies
11 episodes
8 months ago
Over the last decades, cryptography and computer security have gained central importance for the safety and prosperity of our open digital societies. Among others, they are essential for protecting critical public infrastructures; the privacy of citizens; our political institutions and their elected representatives; corporate and private intellectual property; the existing internet and the imminent internet of things; the worldwide financial system; international borders and travels; safety-critical commercial products, including pharmaceuticals; and the global supply chain.
The CAS Research Focus “Physics and Security” carefully investigates how physical methods can complement the currently prevailing, but often vulnerable digital security solutions in the above sectors. Its aim is to enable strongly improved or even completely new security features via the explicit involvement of physics. To name three illustrating examples, the Research Focus exploits quantum phenomena to realize cryptographic encryption that provably cannot be broken. If quantum mechanics is correct, the encryption will remain secure forever, regardless of any future progress in algorithms or computing power. Secondly, it studies disordered optical nanostructures as highly unforgeable “labels” or “tags” for arbitrary objects of value. Contrary to RFID-tags, these new labels do not contain or store digital secret keys; they thus avoid costly key-protecting measures, combining maximal security with cost-effectiveness. As a final example, the Research Focus investigates how novel analog circuits and photonic devices can implement trustworthy communication nodes in the internet of things, despite the potentially non-trustworthy global manufacturers fabricating them.
The outlined, highly transformative research necessitates inherently interdisciplinary efforts. To this end, LMU scientists from four different departments (computer science, physics, mathematics, and chemistry) take part in the Research Focuses’ working group. They are joined by various leading international colleagues in the scientific advisory council and as external fellows.
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Over the last decades, cryptography and computer security have gained central importance for the safety and prosperity of our open digital societies. Among others, they are essential for protecting critical public infrastructures; the privacy of citizens; our political institutions and their elected representatives; corporate and private intellectual property; the existing internet and the imminent internet of things; the worldwide financial system; international borders and travels; safety-critical commercial products, including pharmaceuticals; and the global supply chain.
The CAS Research Focus “Physics and Security” carefully investigates how physical methods can complement the currently prevailing, but often vulnerable digital security solutions in the above sectors. Its aim is to enable strongly improved or even completely new security features via the explicit involvement of physics. To name three illustrating examples, the Research Focus exploits quantum phenomena to realize cryptographic encryption that provably cannot be broken. If quantum mechanics is correct, the encryption will remain secure forever, regardless of any future progress in algorithms or computing power. Secondly, it studies disordered optical nanostructures as highly unforgeable “labels” or “tags” for arbitrary objects of value. Contrary to RFID-tags, these new labels do not contain or store digital secret keys; they thus avoid costly key-protecting measures, combining maximal security with cost-effectiveness. As a final example, the Research Focus investigates how novel analog circuits and photonic devices can implement trustworthy communication nodes in the internet of things, despite the potentially non-trustworthy global manufacturers fabricating them.
The outlined, highly transformative research necessitates inherently interdisciplinary efforts. To this end, LMU scientists from four different departments (computer science, physics, mathematics, and chemistry) take part in the Research Focuses’ working group. They are joined by various leading international colleagues in the scientific advisory council and as external fellows.
Hardware/Software/Algorithm Co-Design for Robust Deep and Federated Learning
Center for Advanced Studies (CAS) Research Focus Physics and Security
1 hour 32 minutes 23 seconds
2 years ago
Hardware/Software/Algorithm Co-Design for Robust Deep and Federated Learning
Deep learning (DL) models are enabling a significant paradigm shift in a diverse range of fields, including natural language processing, computer vision, as well as the design and automation of complex integrated circuits. While the deep models – and optimizations- based on them, e.g., Deep Reinforcement Learning (RL) – demonstrate a superior performance and a great capability for automated representation learning, earlier works have revealed the vulnerability of DLs to various attacks. The vulnerabilities include adversarial samples, model poisoning, fault injection, and Intellectual Property (IP) infringement attacks. On the one hand, these security threats could divert the behavior of the DL model and lead to incorrect decisions in critical tasks. On the other hand, the susceptibility of DLs to IP piracy attacks might thwart trustworthy technology transfer as well as reliable DL deployment. In this talk, Farinaz Koushanfar investigates the existing defense techniques to protect DLs against the above-mentioned security threats. Particularly, she reviews end-to-end defense schemes for robust deep learning in both centralized and federated learning settings. Her comprehensive taxonomy and horizontal comparisons reveal an important fact that defense strategies developed using DL/software/hardware co-design outperform the DL/software-only counterparts and show how they can achieve very efficient and latency-optimized defenses for real-world applications. She believes his systemization of knowledge sheds light on the promising performance of hardware-based DL security methodologies and can guide the development of future defenses. | Farinaz Koushanfar is professor in the Electrical and Computer Engineering department at the University of California San Diego (UCSD), where she is also the co-founder and co-director of the UCSD Center for Machine-Intelligence, Computing & Security.
Center for Advanced Studies (CAS) Research Focus Physics and Security
Over the last decades, cryptography and computer security have gained central importance for the safety and prosperity of our open digital societies. Among others, they are essential for protecting critical public infrastructures; the privacy of citizens; our political institutions and their elected representatives; corporate and private intellectual property; the existing internet and the imminent internet of things; the worldwide financial system; international borders and travels; safety-critical commercial products, including pharmaceuticals; and the global supply chain.
The CAS Research Focus “Physics and Security” carefully investigates how physical methods can complement the currently prevailing, but often vulnerable digital security solutions in the above sectors. Its aim is to enable strongly improved or even completely new security features via the explicit involvement of physics. To name three illustrating examples, the Research Focus exploits quantum phenomena to realize cryptographic encryption that provably cannot be broken. If quantum mechanics is correct, the encryption will remain secure forever, regardless of any future progress in algorithms or computing power. Secondly, it studies disordered optical nanostructures as highly unforgeable “labels” or “tags” for arbitrary objects of value. Contrary to RFID-tags, these new labels do not contain or store digital secret keys; they thus avoid costly key-protecting measures, combining maximal security with cost-effectiveness. As a final example, the Research Focus investigates how novel analog circuits and photonic devices can implement trustworthy communication nodes in the internet of things, despite the potentially non-trustworthy global manufacturers fabricating them.
The outlined, highly transformative research necessitates inherently interdisciplinary efforts. To this end, LMU scientists from four different departments (computer science, physics, mathematics, and chemistry) take part in the Research Focuses’ working group. They are joined by various leading international colleagues in the scientific advisory council and as external fellows.
