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ICPC 2022
Mon 16 - Tue 17 May 2022
co-located with ICSE 2022
Mon 16 May 2022 08:14 - 08:21 at ICPC room - Session 5: Security Chair(s): Na Meng

Due to the continuous digitalization of our society, distributed and web-based applications become omnipresent and making them more secure gains paramount relevance. Deep learning (DL) and its representation learning approach are increasingly been proposed for program code analysis potentially providing a powerful means in making software systems less vulnerable. This systematic literature review (SLR) is aiming for a thorough analysis and comparison of 32 primary studies on DL-based vulnerability analysis of program code. We found a rich variety of proposed analysis approaches, code embeddings and network topologies. We discuss these techniques and alternatives in detail. By compiling commonalities and differences in the approaches, we identify the current state of research in this area and discuss future directions. We also provide an overview of publicly available datasets in order to foster a stronger benchmarking of approaches. This SLR provides an overview and starting point for researchers interested in deep vulnerability analysis on program code.

Mon 16 May

Displayed time zone: Eastern Time (US & Canada) change

08:00 - 08:30
Session 5: SecurityResearch / Journal First at ICPC room
Chair(s): Na Meng Virginia Tech
Automated Identification of Libraries from Vulnerability Data: Can We Do Better?
Stefanus Agus Haryono Singapore Management University, Hong Jin Kang Singapore Management University, Abhishek Sharma Veracode, Inc., Asankhaya Sharma Veracode, Inc., Andrew Santosa Veracode, Inc., Ang Ming Yi Veracode, Inc., David Lo Singapore Management University
Pre-print Media Attached
Example-Based Vulnerability Detection and Repair in Java Code
Ying Zhang Virginia Tech, USA, Ya Xiao Virginia Tech, Md Mahir Asef Kabir Department of Computer Science, Virginia Tech, Daphne Yao Virginia Tech, Na Meng Virginia Tech
Media Attached
Deep security analysis of program code - A systematic literature review
Journal First
Tim Sonnekalb , Thomas S. Heinze Aarhus University, Denmark, Patrick Mäder Technische Universität Ilmenau
Live Q&A
Q&A-Paper Session 5

Information for Participants
Mon 16 May 2022 08:00 - 08:30 at ICPC room - Session 5: Security Chair(s): Na Meng
Info for room ICPC room:

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