3 papers
cs.AI2026
From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents
Yuhao Sun, Jiacheng Zhang, Shaanan Cohney +3
LLM-based guardrails typically safeguard agents by evaluating proposed actions or inputs before execution, producing safety signals such as binary allow/deny decisions, risk catego…
cs.HC2026
From Phreaking to Sneaking: Children's Circumvention of Social Media Age Verification Systems
Bjorn Nansen, Helena Sandberg, Lauren Bliss +1
Australia's social media ban is now in force. It requires platforms to take reasonable steps to stop users under 16 from holding accounts. Drawing on five focus groups with fifteen…
cs.CR2026
Following Dragons: Code Review-Guided Fuzzing
Viet Hoang Luu, Amirmohammad Pasdar, Wachiraphan Charoenwet +3
Modern fuzzers scale to large, real-world software but often fail to exercise the program states developers consider most fragile or security-critical. Such states are typically de…