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Review Oct 2026

ABSENTIA: Detecting Broken Access Control Vulnerabilities in Web Applications

Broken access control, the failure of authorization, is one of the most prevalent web security risks. Unlike injection, a flow of untrusted input into a dangerous operation, authorization is a relation: who may act on what, not how data moves. Each application decides that relation for itself, so no rule written in adv...

André V. Duarte, Aditya Oke, Me-Lo Rui et al. · 0 citations

AuraForge: Scaling Security Supervision for Training Coding Agents

Coding agents are now proficient enough to generate complex software applications from a single prompt. As their capabilities have grown, human oversight has increasingly shifted from line-by-line code review toward hands-off evaluation of outcomes. However, recent studies have shown that such a transition exposes a cr...

Dan-Qing Wang, Song-Wen Zhao, Harsh Sharma et al. · 0 citations

Perceive Before Reasoning: A Pre-Reasoning Perception Framework for Efficient and Reliable Proactive Mobile Agents

The Pre-Reasoning Perception Framework (PRPF) is proposed, a two-stage framework built on perceiving before reasoning that substantially reduces false trigger rates (FTR) while improving success rates (SR) and inference efficiency over the ProactiveMobile baseline.

Zhi-Jie Ding, Wei-Nan Hong, Zichen Zhu et al. · 0 citations

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