Author

Tharindu Kumarage

Arizona State University

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Preprint Aug 2026

CyberAGENTS: Structured Autonomy for Agentic Gamified Learning in Cybersecurity

Gamification is especially effective in learning domains requiring active problem-solving and iterative skill-building, such as cybersecurity education. Generative AI agents offer a path to delivering such experiences adaptively at scale, but introduce well-documented risks in educational settings: inconsistent behavio...

Ivan Hornung, D. Arachchige, Tharindu Kumarage et al. · 0 citations

Preprint Aug 2026

From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop

Analysis from the classification study reveals that truthfulness is the fastest-growing dimension, fairness remains the most consistent theme, and explainability exhibits a U-shaped trajectory; declining as post-hoc methods lost relevance but resurging in 2026 through mechanistic interpretability.

Rahul Gupta, Abhinav Mohanty, Anaelia Ovalle et al. · 0 citations

Jailbreaking Jailbreaks: A Proactive Defense for LLMs

P RO A CT represents an orthogonal defense strategy that serves as an additional guardrail to enhance LLM safety against the most effective attacks.

Wei-Liang Zhao, Daniel Ben-Levi, Jinjun Peng et al. · 1 citation