[AI Security] Learn2Evade: Learning-based Generative Model for Evading PDF Malware Classifiers, IEEE Transactions on Artificial Intelligence, July 2021

Learn2Evade: Learning-based Generative Model for Evading PDF Malware Classifiers,


Ho Bae † , Younghan Lee † , Yohan Kim, Uiwon Whang, Sungroh Yoon * , and Yunheung Peak *

∗ : Correspondence should be addressed to S. Yoon and Y.Peak

† : These authors contributed equally to this work


IEEE Transactions on Artificial Intelligence, July 2021

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International Papers

SW Security ROSEC: Intra-Process Isolation for ROS Composition with Memory Protection Keys, IEEE Transactions on Automation Science and Engineering (T-ASE, Impact Factor : 5.9), Dec 2024
SW Security Enhancing a Lock-and-Key Scheme With MTE to Mitigate Use-After-Frees, IEEE Access, Dec 2023
SW Security MetaSafe: Compiling for Protecting Smart Pointer Metadata to Ensure Safe Rust Integrity, USENIX Security 2024
SW Security KVSEV: Secure In-Memory Key-Value Store on AMD Secure Encrypted Virtualization, SoCC 2023
SW Security ZOMETAG: Zone-based Memory Tagging for Fast, Deterministic Detection of Spatial Memory Violations on ARM, IEEE Transactions on Information Forensics and Security (Impact Factor: 7.23)
SW Security SFITAG: Efficient Software Fault Isolation with Memory Tagging for ARM Kernel Extensions, ASIACCS 2023
SW Security TRUST: A compilation framework for in-process isolation to protect safe rust against untrusted code, USENIX Security 2023
SW Security Practical Binary Code Similarity Detection with BERT-based Transferable Similarity Learning, ACSAC 2022
SW Security Exploring Effective Uses of the Tagged Memory for Reducing Bounds Checking Overheads (early access), The Journal of Supercomputing, July 2022
SW Security ExpRace: Exploiting Kernel Races through Raising Interrupts (conditional accept), USENIX Security Symposium (Security), August 2021
SW Security Constraint-guided Directed Greybox Fuzzing (conditional accept), USENIX Security Symposium (Security), August 2021
SW Security M2MON: Building an MMIO-based Security Reference Monitor for Unmanned Vehicles (to appear), USENIX Security Symposium (Security), August 2021
SW Security KARD: Lightweight Data Race Detection with Per-Thread Memory Protection (to appear), International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), April 2021
SW Security BlackMirror: Preventing Wallhacks in 3D Online FPS Games, ACM Conference on Computer and Communications Security (CCS), Nov 2020
SW Security CrFuzz: Fuzzing Multi-purpose Programs through Input Validation, ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE), Nov 2020
SW Security Vessels: Efficient and Scalable Deep Learning Prediction on Trusted Processors, ACM Symposium on Cloud Computing (SoCC), Oct 2020
SW Security Exploiting Kernel Races through Taming Thread Interleaving, BlackHat USA, Sep 2020
SW Security A Tale of Two Trees: One Writes, and Other Reads. Optimized Oblivious Accesses to Large-Scale Blockchains, Privacy Enhancing Technologies Symposium (PETS), July 2020
SW Security HFL: Hybrid Fuzzing on the Linux Kernel, Network and Distributed System Security Symposium (NDSS), Feb 2020
SW Security SBGen: A Framework to Efficiently Supply Runtime Information for a Learning-based HIDS for Multiple Virtual Machines(early access), IEEE Access, Nov 2020