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Software Security Analysis in 2030 and Beyond: A Research Roadmap

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Reliability of safety‐critical systems: A state‐of‐the‐art review
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Moving Fast with Software Verification
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String Analysis for Software Verification and Security
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Computer aided verification : 23rd international conference, CAV 2011, Snowbird, UT, USA, July 14-20, 2011 : proceedings
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Automated verification of access control policies using a SAT solver
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KLEE symbolic execution engine in 2019
inferredcites →https://doi.org/10.1007/s10664-014-9352-6openalex-snapshot
Empirical assessment of machine learning-based malware detectors for Android
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The effects of continuous integration on software development: a systematic literature review
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Characterizing usages, updates and risks of third-party libraries in Java projects
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Is GitHub’s Copilot as bad as humans at introducing vulnerabilities in code?
inferredcites →https://doi.org/10.1007/s10877-023-01013-5openalex-snapshot
The elephant in the room: cybersecurity in healthcare
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Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-level Backdoor Attacks
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Cloud Computing Security Issues: a Stakeholder’s Perspective
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A review of Internet of Things (IoT) embedded sustainable supply chain for industry 4.0 requirements
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Survey of machine learning techniques for malware analysis
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Cloud computing security: A survey of service-based models
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A survey on large language model (LLM) security and privacy: The Good, The Bad, and The Ugly
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Internet of things and supply chain management: a literature review
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Elements of causal inference: foundations and learning algorithms
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Patching zero-day vulnerabilities: an empirical analysis
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Applying 'design by contract'
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Empirical Study for Open Source Libraries in Automotive Software Systems
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Technical Lag of Dependencies in Major Package Managers
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Synthesis of Adaptive Side-Channel Attacks
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Precisely Measuring Quantitative Information Flow: 10K Lines of Code and Beyond
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Patch Specifications via Product Programs
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Training for Security: Planning the Use of a SAT in the Development Pipeline of Web Apps
inferredcites →https://doi.org/10.1109/icse-seip52600.2021.00035openalex-snapshot
Anomalicious: Automated Detection of Anomalous and Potentially Malicious Commits on GitHub
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A First Look at the Deprecation of RESTful APIs: An Empirical Study
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Software Bill of Materials Adoption: A Mining Study from GitHub
inferredcites →https://doi.org/10.1109/iwsc53727.2021openalex-snapshot
2021 IEEE 15th International Workshop on Software Clones (IWSC)
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Free and Open Source Software License Compliance: Tools for Software Composition Analysis
inferredcites →https://doi.org/10.1109/ms.2011.67openalex-snapshot
Usenix Security Symposium
inferredcites →https://doi.org/10.1109/ms.2020.3016773openalex-snapshot
Fuzzing: Challenges and Reflections
inferredcites →https://doi.org/10.1109/msec.2023.3287206openalex-snapshot
Why Is Static Application Security Testing Hard to Learn?
inferredcites →https://doi.org/10.1109/msr52588.2021.00055openalex-snapshot
Practitioners’ Perceptions of the Goals and Visual Explanations of Defect Prediction Models
inferredcites →https://doi.org/10.1109/msr52588.2021.00074openalex-snapshot
Sampling Projects in GitHub for MSR Studies
inferredcites →https://doi.org/10.1109/saner37107.2016openalex-snapshot
2016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER)
inferredcites →https://doi.org/10.1109/sbft59156.2023.00015openalex-snapshot
Continuous Fuzzing: A Study of the Effectiveness and Scalability of Fuzzing in CI/CD Pipelines
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Saner: Composing Static and Dynamic Analysis to Validate Sanitization in Web Applications
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Preventing Memory Error Exploits with WIT
inferredcites →https://doi.org/10.1109/sp.2009.18openalex-snapshot
Automatic Discovery and Quantification of Information Leaks
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SoK: Eternal War in Memory
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2007 IEEE Symposium on Security and Privacy (SP '07)
inferredcites →https://doi.org/10.1109/sp40000.2020.00007openalex-snapshot
JIT Leaks: Inducing Timing Side Channels through Just-In-Time Compilation
inferredcites →https://doi.org/10.1109/sp40001.2021openalex-snapshot
2021 IEEE Symposium on Security and Privacy (SP)
inferredcites →https://doi.org/10.1109/sp46214.2022.9833571openalex-snapshot
Asleep at the Keyboard? Assessing the Security of GitHub Copilot’s Code Contributions
inferredcites →https://doi.org/10.1109/tse.1976.233817openalex-snapshot
A System to Generate Test Data and Symbolically Execute Programs
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An Intrusion-Detection Model
inferredcites →https://doi.org/10.1109/tse.2019.2941681openalex-snapshot
Smart Greybox Fuzzing
inferredcites →https://doi.org/10.1109/tse.2021.3087402openalex-snapshot
Deep Learning Based Vulnerability Detection: Are We There Yet?
inferredcites →https://doi.org/10.1109/tse.2021.3101739openalex-snapshot
Identifying Challenges for OSS Vulnerability Scanners - A Study & Test Suite
inferredcites →https://doi.org/10.1109/tse.2021.3112204openalex-snapshot
Back to the Past – Analysing Backporting Practices in Package Dependency Networks
inferredcites →https://doi.org/10.1145/1095430.1081750openalex-snapshot
CUTE
inferredcites →https://doi.org/10.1145/1273463.1273490openalex-snapshot
Dytan
inferredcites →https://doi.org/10.1145/1323293.1294283openalex-snapshot
Staged deployment in mirage, an integrated software upgrade testing and distribution system
inferredcites →https://doi.org/10.1145/1543135.1542486openalex-snapshot
TAJ
inferredcites →https://doi.org/10.1145/1609956.1609960openalex-snapshot
Control-flow integrity principles, implementations, and applications
inferredcites →https://doi.org/10.1145/1629575.1629596openalex-snapshot
seL4
inferredcites →https://doi.org/10.1145/1858996.1859035openalex-snapshot
Symbolic PathFinder
inferredcites →https://doi.org/10.1145/1985793openalex-snapshot
Proceedings of the 33rd International Conference on Software Engineering
inferredcites →https://doi.org/10.1145/1985793.1985995openalex-snapshot
Symbolic execution for software testing in practice
inferredcites →https://doi.org/10.1145/1993498openalex-snapshot
Proceedings of the 32nd ACM SIGPLAN Conference on Programming Language Design and Implementation
inferredcites →https://doi.org/10.1145/1993498.1993532openalex-snapshot
Finding and understanding bugs in C compilers
inferredcites →https://doi.org/10.1145/1995376.1995394openalex-snapshot
Satisfiability modulo theories
inferredcites →https://doi.org/10.1145/2093548.2093564openalex-snapshot
SAGE
inferredcites →https://doi.org/10.1145/2338965.2336771openalex-snapshot
Memoized symbolic execution
inferredcites →https://doi.org/10.1145/234528.234740openalex-snapshot
Abstract interpretation
inferredcites →https://doi.org/10.1145/2351676openalex-snapshot
Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering
inferredcites →https://doi.org/10.1145/2408776.2408795openalex-snapshot
Symbolic execution for software testing
inferredcites →https://doi.org/10.1145/2483760openalex-snapshot
Proceedings of the 2013 International Symposium on Software Testing and Analysis
inferredcites →https://doi.org/10.1145/2568225openalex-snapshot
Proceedings of the 36th International Conference on Software Engineering
inferredcites →https://doi.org/10.1145/2568225.2568243openalex-snapshot
Reviser: efficiently updating IDE-/IFDS-based data-flow analyses in response to incremental program changes
inferredcites →https://doi.org/10.1145/2594291.2594334openalex-snapshot
Compiler validation via equivalence modulo inputs
inferredcites →https://doi.org/10.1145/2610384.2610401openalex-snapshot
Semantic differential repair for input validation and sanitization
inferredcites →https://doi.org/10.1145/2678373.2665740openalex-snapshot
The CHERI capability model
inferredcites →https://doi.org/10.1145/3129743.3129748openalex-snapshot
Code-pointer integrity
inferredcites →https://doi.org/10.1145/3182657openalex-snapshot
A Survey of Symbolic Execution Techniques
inferredcites →https://doi.org/10.1145/3236024.3236029openalex-snapshot
Do Android taint analysis tools keep their promises?
inferredcites →https://doi.org/10.1145/3243734openalex-snapshot
Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security
inferredcites →https://doi.org/10.1145/3293882openalex-snapshot
Proceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis
inferredcites →https://doi.org/10.1145/3293882.3330556openalex-snapshot
Codebase-adaptive detection of security-relevant methods
inferredcites →https://doi.org/10.1145/3293882.3339002openalex-snapshot
JQF: coverage-guided property-based testing in Java
inferredcites →https://doi.org/10.1145/3314221.3314610openalex-snapshot
Computing summaries of string loops in C for better testing and refactoring
inferredcites →https://doi.org/10.1145/3338906openalex-snapshot
Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering
inferredcites →https://doi.org/10.1145/3357384openalex-snapshot
Proceedings of the 28th ACM International Conference on Information and Knowledge Management
inferredcites →https://doi.org/10.1145/3357384.3357971openalex-snapshot
Detecting Malicious Accounts in Online Developer Communities Using Deep Learning
inferredcites →https://doi.org/10.1145/3368089.3409738openalex-snapshot
JShrink: in-depth investigation into debloating modern Java applications
inferredcites →https://doi.org/10.1145/3372297.3417232openalex-snapshot
A Qualitative Study of Dependency Management and Its Security Implications
inferredcites →https://doi.org/10.1145/3377813openalex-snapshot
Proceedings of the ACM/IEEE 42nd International Conference on Software Engineering: Software Engineering in Practice
inferredcites →https://doi.org/10.1145/3377813.3381360openalex-snapshot
Automated identification of libraries from vulnerability data
inferredcites →https://doi.org/10.1145/3382494openalex-snapshot
Proceedings of the 14th ACM / IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM)
inferredcites →https://doi.org/10.1145/3387940openalex-snapshot
Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops
inferredcites →https://doi.org/10.1145/3387940.3392202openalex-snapshot
Characterizing outdateness with technical lag
inferredcites →https://doi.org/10.1145/3395363.3397360openalex-snapshot
Running symbolic execution forever
inferredcites →https://doi.org/10.1145/3460120.3484594openalex-snapshot
Facilitating Vulnerability Assessment through PoC Migration
inferredcites →https://doi.org/10.1145/3475716.3475769openalex-snapshot
A comparative study of vulnerability reporting by software composition analysis tools
inferredcites →https://doi.org/10.1145/3485447openalex-snapshot
Proceedings of the ACM Web Conference 2022
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Proceedings of the 44th International Conference on Software Engineering
inferredcites →https://doi.org/10.1145/3510003.3510142openalex-snapshot
Demystifying the vulnerability propagation and its evolution via dependency trees in the NPM ecosystem
inferredcites →https://doi.org/10.1145/3510455.3512796openalex-snapshot
Statistical reasoning about programs
inferredcites →https://doi.org/10.1145/3510457openalex-snapshot
Proceedings of the 44th International Conference on Software Engineering: Software Engineering in Practice
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What are weak links in the npm supply chain?
inferredcites →https://doi.org/10.1145/3524842.3528452openalex-snapshot
LineVul
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Auto Off-Target: Enabling Thorough and Scalable Testing for Complex Software Systems
inferredcites →https://doi.org/10.1145/3551349.3556956openalex-snapshot
Has My Release Disobeyed Semantic Versioning? Static Detection Based on Semantic Differencing
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An Empirical Study of Artifacts and Security Risks in the Pre-trained Model Supply Chain
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A Comprehensive Review of the State-of-the-Art on Security and Privacy Issues in Healthcare
inferredcites →https://doi.org/10.1145/3576915.3623157openalex-snapshot
Do Users Write More Insecure Code with AI Assistants?
inferredcites →https://doi.org/10.1145/358198.358210openalex-snapshot
Reflections on trusting trust
inferredcites →https://doi.org/10.1145/3585004openalex-snapshot
Modern Code Reviews—Survey of Literature and Practice
inferredcites →https://doi.org/10.1145/3597926.3598143openalex-snapshot
Third-Party Library Dependency for Large-Scale SCA in the C/C++ Ecosystem: How Far Are We?
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Symbolic execution and program testing
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Statistical Reachability Analysis
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Demystifying the Composition and Code Reuse in Solidity Smart Contracts
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Detecting Overfitting of Machine Learning Techniques for Automatic Vulnerability Detection
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Testing RESTful APIs: A Survey
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Proceedings of the 46th International Conference on Software Engineering: Software Engineering Education and Training
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Training for Security: Results from Using a Static Analysis Tool in the Development Pipeline of Web Apps
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Proceedings of the 32nd IEEE/ACM International Conference on Program Comprehension
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Vulnerabilities in AI Code Generators: Exploring Targeted Data Poisoning Attacks
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AutoCodeRover: Autonomous Program Improvement
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Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security
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Models Are Codes: Towards Measuring Malicious Code Poisoning Attacks on Pre-trained Model Hubs
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Proceedings of the 24th international conference on Software engineering - ICSE '02
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FastEmbed: Predicting vulnerability exploitation possibility based on ensemble machine learning algorithm
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Hyperproperties
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Security Issues and Software Updates Management in the Industrial Internet of Things (IIoT) Era
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Proceedings of the 20th Conference on Formal Methods in Computer-Aided Design – FMCAD 2020
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Parallelization Techniques for Verifying Neural Networks
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Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
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Asleep at the Keyboard? Assessing the Security of GitHub Copilot's Code Contributions
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Safe software updates via multi-version execution
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Risk Management in Medical Device Industry

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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