🔎 AIGC Detection

🧠 NeurIPS2026 · 1 paper notes

📌 Same area in other venues: 🎞️ ECCV2026 (8) · 📷 CVPR2026 (10) · 🔬 ICLR2026 (30) · 💬 ACL2026 (17) · 🧪 ICML2026 (11) · 🤖 AAAI2026 (2)

Can Pixels Alone Reveal Image Origin? Minimax Limits and Learnable Interfaces for Passive Provenance

The paper exactly characterizes the optimal robust separation available to pixel-only passive provenance verification through total variation distance, separates this statistical ceiling from interface information exposure in a deployed verifier, and validates the identity in a finite domain without establishing a robustness certificate for realistic images.