Brian D. Colwell

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AI Watermarking By Modality: Image, Video, Text

Posted on June 6, 2025June 6, 2025 by Brian Colwell

Synthetic media is becoming increasingly indistinguishable from human-created content and, as AI continues to move to the edge, effective watermarking will become increasingly important for protecting intellectual property. Problematically, most watermarking techniques face significant…

AI Watermarking Challenges And Limitations 

Posted on June 6, 2025June 6, 2025 by Brian Colwell

There is an inherent trade-off in watermarking systems between watermark strength (z-score) and text quality (perplexity) for various combinations of watermarking parameters: increasing robustness often reduces fidelity and capacity, and stronger watermarks that resist…

AI Watermarks Are Vulnerable To Discreet Alterations

Posted on June 6, 2025June 6, 2025 by Brian Colwell

Attackers may employ a variety of sophisticated attacks to bypass AI watermarking systems. Today, let’s dive more deeply into one of the most pervasive threats to AI watermarking systems – Discreet Alterations….

Remarkable Breakthroughs In AI Watermarking: 2025

Posted on June 6, 2025June 6, 2025 by Brian Colwell

The first five months of 2025 have witnessed remarkable breakthroughs in watermarking technology across all domains – responses, to be sure, to increasing concerns about AI deepfakes, piracy, and counterfeiting. Today, I’m highlighting six…

A List Of AI Watermarking References And Resources

Posted on June 6, 2025June 6, 2025 by Brian Colwell

The following is organized into three sections – Academic Papers, Industry & Research Organizations, and Government & Regulatory Resources. Academic Papers Industry & Research Organizations Government & Regulatory Resources Thanks for reading!

A Brief Chronology Of AI Watermarking Development

Posted on June 6, 2025June 6, 2025 by Brian Colwell

Welcome to this brief AI watermarking chronology. Enjoy! AI Watermarking Development Pre-2020 AI Watermarking Development 2020-2022 AI Watermarking Development 2023 AI Watermarking Development 2024 AI Watermarking Development 2025 Thanks for reading!

A Brief Taxonomy Of AI Watermarking Methods

Posted on June 6, 2025June 6, 2025 by Brian Colwell

We begin our taxonomy with a separation of AI watermarking methods into either one of two categories – Post-hoc Watermarking or Generation-time Watermarking. Next, the Generation-time Watermarking method is further divided into…

A Technical Introduction To The PUNK Armada DAO

Posted on June 6, 2025June 14, 2025 by Brian Colwell

The “Punk Armada Stake API” is an advanced decentralized governance platform designed to facilitate the active participation of members in the PUNK Armada DAO. The platform integrates sophisticated web technologies with blockchain innovations…

The PUNK Armada NFT Collection Is Copyrightable – Copyright Registration Granted

Posted on June 6, 2025June 14, 2025 by Brian Colwell

It’s easy to state that one’s work is copyrightable, it is quite another to prove it – pixel artwork, in particular, is notoriously difficult to register for copyright. Below the reader will…

The CryptoPunks Collection Is Not Copyrightable

Posted on June 6, 2025June 13, 2025 by Brian Colwell

The CryptoPunks collection is not copyrightable. A bold statement? Not in actuality – the non-copyrightability of CryptoPunks is well-established, although not well-known: Copyright lawyer Brian L Frye wrote a paper in 2022 in which he questioned the copyrightability…

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