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Mind Your Weight(s): A Large-scale Study on Insufficient Machine Learning Model Protection in Mobile Apps
both severe financial loss and security consequences. This paper presents the first empirical study of ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/sun-zhichuang}, publisher = {USENIX Association}, month = aug} Download Sun PDF Sun Paper (Prepublication) PDF ...admin - November 24, 2021 - 7:30 pm
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Breaking Through Binaries: Compiler-quality Instrumentation for Better Binary-only Fuzzing
fuzzing—without sacrificing performance—remains a compelling challenge. This paper examines the properties ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/nagy}, publisher = {USENIX Association}, month = aug} Download Nagy PDF Nagy Paper (Prepublication) PDF ...admin - November 24, 2021 - 7:30 pm
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Cost-Aware Robust Tree Ensembles for Security Applications
models based on L p-norm robustness. In this paper, we utilize such domain knowledge to increase the ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/chen-yizheng}, publisher = {USENIX Association}, month = aug} Download Chen PDF Chen Paper (Prepublication) PDF ...admin - November 24, 2021 - 6:30 pm
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Too Good to Be Safe: Tricking Lane Detection in Autonomous Driving with Crafted Perturbations
module in real vehicles. In this paper, we conduct the first investigation on the lane detection module ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/jing}, publisher = {USENIX Association}, month = aug} Download Jing PDF Jing Paper (Prepublication) PDF ...admin - November 24, 2021 - 6:30 pm
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On the Routing-Aware Peering against Network-Eclipse Attacks in Bitcoin
that, unfortunately, no simple solution can effectively handle the attack. This paper focuses on a more ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/tran}, publisher = {USENIX Association}, month = aug} Download Tran PDF Tran Paper (Prepublication) PDF ...admin - November 24, 2021 - 6:30 pm
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VScape: Assessing and Escaping Virtual Call Protections
have not addressed this issue yet. In this paper, we point out that a wide range of virtual call ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/chen-kaixiang}, publisher = {USENIX Association}, month = aug} Download Chen PDF Chen Paper (Prepublication) PDF ...admin - November 24, 2021 - 6:30 pm
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Sharing More and Checking Less: Leveraging Common Input Keywords to Detect Bugs in Embedded Systems
In this paper, we propose a novel static taint checking solution, SaTC, to effectively detect ... Association}, month = aug} Download Chen PDF Chen Paper (Prepublication) PDF View the slides ...admin - November 24, 2021 - 6:30 pm
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Understanding Malicious Cross-library Data Harvesting on Android
= {https://www.usenix.org/conference/usenixsecurity21/presentation/wang-jice}, publisher = {USENIX Association}, month = aug} Download Wang PDF Wang Paper (Prepublication) PDF ...admin - November 24, 2021 - 6:30 pm
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DRMI: A Dataset Reduction Technology based on Mutual Information for Black-box Attacks
= {https://www.usenix.org/conference/usenixsecurity21/presentation/he-yingzhe}, publisher = {USENIX Association}, month = aug} Download He PDF He Paper (Prepublication) PDF View ...admin - November 24, 2021 - 6:30 pm
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Fantastic Four: Honest-Majority Four-Party Secure Computation With Malicious Security
= {https://www.usenix.org/conference/usenixsecurity21/presentation/dalskov}, publisher = {USENIX Association}, month = aug} Download Dalskov PDF Dalskov Paper (Prepublication) ...admin - November 24, 2021 - 5:30 pm
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Locally Differentially Private Analysis of Graph Statistics
= {https://www.usenix.org/conference/usenixsecurity21/presentation/imola}, publisher = {USENIX Association}, month = aug} Download Imola PDF Imola Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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EOSAFE: Security Analysis of EOSIO Smart Contracts
to analyze and detect the presence of possible vulnerabilities. In this paper, we propose EOSAFE, the ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/he-ningyu}, publisher = {USENIX Association}, month = aug} Download He PDF He Paper (Prepublication) PDF View ...admin - November 24, 2021 - 5:30 pm
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Blitz: Secure Multi-Hop Payments Without Two-Phase Commits
= {https://www.usenix.org/conference/usenixsecurity21/presentation/aumayr}, publisher = {USENIX Association}, month = aug} Download Aumayr PDF Aumayr Paper (Prepublication) ...admin - November 24, 2021 - 5:30 pm
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Messy States of Wiring: Vulnerabilities in Emerging Personal Payment Systems
in St. Louis This paper presents our study on an emerging paradigm of payment service that allows ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/lou}, publisher = {USENIX Association}, month = aug} Download Lou PDF Lou Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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SWIFT: Super-fast and Robust Privacy-Preserving Machine Learning
= {https://www.usenix.org/conference/usenixsecurity21/presentation/koti}, publisher = {USENIX Association}, month = aug} Download Koti PDF Koti Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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Privacy-Preserving and Standard-Compatible AKA Protocol for 5G
= {https://www.usenix.org/conference/usenixsecurity21/presentation/wang-yuchen}, publisher = {USENIX Association}, month = aug} Download Wang PDF Wang Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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A11y and Privacy don't have to be mutually exclusive: Constraining Accessibility Service Misuse on Android
= {https://www.usenix.org/conference/usenixsecurity21/presentation/huang}, publisher = {USENIX Association}, month = aug} Download Huang PDF Huang Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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DICE*: A Formally Verified Implementation of DICE Measured Boot
measured, and the measurements are reliably recorded for subsequent verification. This paper presents DICE*, ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/tao}, publisher = {USENIX Association}, month = aug} Download Tao PDF Tao Paper (Prepublication) PDF ...admin - November 24, 2021 - 5:30 pm
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Research on the Security of Visual Reasoning CAPTCHA
expect? This paper presents the first attempt to solve visual reasoning CAPTCHAs. We implemented ... publisher = {USENIX Association}, month = aug} Download Gao PDF Gao Paper (Prepublication) PDF View the ...admin - November 24, 2021 - 4:30 pm
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GForce: GPU-Friendly Oblivious and Rapid Neural Network Inference
= {https://www.usenix.org/conference/usenixsecurity21/presentation/ng}, publisher = {USENIX Association}, month = aug} Download Ng PDF Ng Paper (Prepublication) PDF View ...admin - November 24, 2021 - 4:30 pm
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Acoustics to the Rescue: Physical Key Inference Attack Revisited
= {https://www.usenix.org/conference/usenixsecurity21/presentation/ramesh}, publisher = {USENIX Association}, month = aug} Download Ramesh PDF Ramesh Paper (Prepublication) ...admin - November 24, 2021 - 4:30 pm
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SIGL: Securing Software Installations Through Deep Graph Learning
= {https://www.usenix.org/conference/usenixsecurity21/presentation/han-xueyuan}, publisher = {USENIX Association}, month = aug} Download Han PDF Han Paper (Prepublication) PDF ...admin - November 24, 2021 - 4:30 pm
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Weaponizing Middleboxes for TCP Reflected Amplification
University of Maryland Distinguished Paper Award Winner and Third Prize winner of the 2021 Internet Defense ... date have almost exclusively targeted UDP-based protocols. In this paper, we demonstrate that ... Association}, month = aug} Download Bock PDF Bock Paper (Prepublication) PDF View the slides ...admin - November 24, 2021 - 4:30 pm
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Swiped: Analyzing Ground-truth Data of a Marketplace for Stolen Debit and Credit Cards
University This paper presents the first empirical study of ground-truth data from a major underground shop ... = {https://www.usenix.org/conference/usenixsecurity21/presentation/aliapoulios}, publisher = {USENIX Association}, month = aug} Download Aliapoulios PDF Aliapoulios Paper ...admin - November 24, 2021 - 4:30 pm
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Having Your Cake and Eating It: An Analysis of Concession-Abuse-as-a-Service
steal arbitrary goods from merchants with minimal investment. In this paper, we perform in-depth manual ... = {USENIX Association}, month = aug} Download Sun PDF Sun Paper (Prepublication) PDF View the slides ...admin - November 24, 2021 - 4:30 pm