Công bố khoa học

Navigating and orchestrating Web 3.0 innovation challenges: A theory of cross-chain ecosystem strategy

3 tuần trước

Web 3.0 technologies present fundamental challenges to established theories of platform strategy and organizational design, yet the organizational forms enabling decentralized innovation remain theoretically underexamined. This paper reconceptualizes cross-chain bridges, which enable value and message transfer across independent blockchain networks, not as passive technical utilities but as novel business models…

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An Empirical Study on the Transferability of Transformer-Based Models for Software Vulnerability Detection

1 tháng trước

Despite the dominance of Transformer-based models in software vulnerability detection, the extent to which their learned security logic generalizes across different programming languages remains a critical open question. To address this, we propose a comprehensive evaluation framework organized into three phases spanning five distinct experimental scenarios, aiming to rigorously dissect…

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Graph-Driven LLM-Augmented Stateful API Fuzzing for OWASP API Top 10

1 tháng trước

Security testing of REST APIs remains difficult because real-world OpenAPI specifications are often incomplete, many security flaws are inherently stateful, and prevailing stateful fuzzers still optimize primarily for structural exploration rather than OWASP-aligned risk categories. Based on this gap, this paper presents APIGFUZZ, a graph-driven, OWASP-aware black-box REST API fuzzing…

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A Class-incremental and Few-shot learning model for Intrusion detection under Concept drift

1 tháng trước

Network Intrusion Detection Systems (NIDS) based on machine learning must evolve after deployment to detect emerging threats very soon with a few labeled samples, while without catastrophic forgetting or degrading due to concept drift. Existing methods address these issues in isolation, lacking a unified pipeline for tabular network traffic. This…

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