Watermarkable Multi-Draft Speculative Sampling via Poisson Processes
Origin Is All You Need: Provenance-Aware Transformers for Structural Trust-Boundary Separation
Fluid Notarization: Verifiable Evolution of Concurrently Edited Structured Documents
Apple Reference Image: A New Approach for Verified Photography
15 min
Not All Relations Are Equal: Relation-Balanced and Calibrated Graph Learning for Provenance-Based Intrusion Detection
Anchoring Clinical Events in Time: UID-Preserving Multimodal Reconstruction and Source-Grounded Adjudication
1
Forging Tree-Ring: Reproducing and Instrumenting Black-Box Semantic Watermark Forgery
TrajMark: Ownership Attribution and Segment-Level Tamper Localization for Coding-Agent Trajectories
1
Do AI Coding Assistants Check Before They Install? A Pre-Registered Demand-Side Audit of Trust Signals in the Research Software Supply Chain
1
CONTINUITY: Security-Context Contracts for Composable LLM Agent Controls
1
Forgetting Without Restarting: Execution-State Unlearning for Stateful LLM Agents
1
The AI ‘Ghosts’ Contaminating Academic Publishing
4 min
Anthropic’s Text Watermarking Proves AI Companies Do Not Care at All About Writing
9 min