Deepfake Detection
Digital forensics pioneer Hany Farid raises concerns about the reliability of automated deepfake detection tools, warning that overconfidence in these systems could undermine trust and create false security in the fight against synthetic media.
model collapse
As AI-generated content floods the web, models increasingly train on synthetic data, risking model collapse—a degenerative process where outputs lose diversity, accuracy, and connection to reality.
Deepfake Detection
Deepfake detection systems are struggling to keep pace with rapidly advancing generative AI models, creating a growing authenticity gap that threatens trust in digital media.
AI Detection
New research applies change point detection to identify exactly where human writing ends and LLM-generated text begins in co-authored documents — a critical advance for content authenticity verification.
Spotify
Spotify is rolling out a 'Verified by Spotify' badge to help listeners distinguish human-made music from AI-generated tracks, as synthetic audio floods streaming platforms.
Deepfakes
As deepfakes grow more convincing, blockchain-based content provenance and verification systems are emerging as a critical layer of digital trust infrastructure.
Content Provenance
OpenOrigins is strengthening its capture-time provenance approach to combat deepfakes and geopolitical misinformation, embedding authenticity verification at the moment of content creation.
Digital Authenticity
As AI-generated content floods creative industries, proving that work is genuinely human-made has become a new challenge. The burden of proof is shifting, raising urgent questions about authenticity verification.
EU AI Act
New research reveals significant structural gaps in EU AI Act Article 50 transparency requirements for AI-generated content, raising questions about enforceability of labeling mandates for deepfakes and synthetic media.
Blockchain
New research explores how combining AI and blockchain creates robust systems for digital authenticity, content provenance, and decentralized verification in an era of synthetic media.
LLM watermarking
New research introduces ArcMark, a multi-bit watermarking method for LLMs using optimal transport theory to embed verifiable information in AI-generated text while preserving output quality.
AI Agents
Masumi Network combines Cardano blockchain with AI agents to solve trust, payment, and identity verification challenges in the emerging autonomous agent economy.