Quiet Triggers, Loud Footprints: A Tri-Space Measurement Study of Backdoor Stealthiness
A study finds image-classifier backdoors that look stealthy in one space often leave clear footprints in another.
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A study finds image-classifier backdoors that look stealthy in one space often leave clear footprints in another.
Measurement shows eight of ten AI-search platforms cited a fabricated concept within seven days via easy posts.

OpenAI is testing visual ChatGPT ads during image generation and expanding advertiser measurement tools.
A study of one million Solana blocks measures transaction mix, fees, programs, and intra-block conflicts.
Audit finds provenance IDS scores overstate alarm precision; ThreaTrace labeled only 7 of 994 alarms as attacks.
Study finds millions of sandwich attacks against supposedly protected order flow across six blockchains.
An LLM pipeline structures 10,000 privacy policies and scores transparency, protection, and business data use.
Researchers find embedding models only weakly represent physical measurements like mass, distance, time, and volume, dominated by superficial string similarity.
Study of 108 ad-defense implementations finds only one tool blocked splash-ad navigation across ten popular apps, and it required Accessibility permission.
Ethical measurements enumerated 21,000+ Snowflake proxy IPs across ~1,000 ASes; blocking top 1% of ASes disrupts 30% of Snowflakes.
Paper proposes Generative Marketing Mix Modeling to causally estimate Generative Engine Optimization and Marketing effects on business outcomes.
Researchers propose a unified cross-ecosystem measurement agenda for software supply chain security, targeting dependency modeling and AI-generated dependency patterns.
Audit of eight cybersecurity LLM benchmarks shows evaluation pipeline choices can swing scores by over 80 points and reshuffle most model rankings.

Cloudflare measured RFC 9234 adoption, finding BGP Role deployment growing but two Tier 1 networks unexpectedly stripping the Only to Customer attribute.
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