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On the challenges and opportunities in generative ai
The field of deep generative modeling has grown rapidly and consistently over the years.
With the availability of massive amounts of training data coupled with advances in scalable …
With the availability of massive amounts of training data coupled with advances in scalable …
Watermarks in the sand: Impossibility of strong watermarking for generative models
Watermarking generative models consists of planting a statistical signal (watermark) in a
model's output so that it can be later verified that the output was generated by the given …
model's output so that it can be later verified that the output was generated by the given …
Detecting multimedia generated by large ai models: A survey
The rapid advancement of Large AI Models (LAIMs), particularly diffusion models and large
language models, has marked a new era where AI-generated multimedia is increasingly …
language models, has marked a new era where AI-generated multimedia is increasingly …
The responsible foundation model development cheatsheet: A review of tools & resources
Foundation model development attracts a rapidly expanding body of contributors, scientists,
and applications. To help shape responsible development practices, we introduce the …
and applications. To help shape responsible development practices, we introduce the …
Invisible image watermarks are provably removable using generative ai
Invisible watermarks safeguard images' copyrights by embedding hidden messages only
detectable by owners. They also prevent people from misusing images, especially those …
detectable by owners. They also prevent people from misusing images, especially those …
Open problems in technical ai governance
AI progress is creating a growing range of risks and opportunities, but it is often unclear how
they should be navigated. In many cases, the barriers and uncertainties faced are at least …
they should be navigated. In many cases, the barriers and uncertainties faced are at least …
Watermarks in the sand: impossibility of strong watermarking for language models
Watermarking generative models consists of planting a statistical signal (watermark) in a
model's output so that it can be later verified that the output was generated by the given …
model's output so that it can be later verified that the output was generated by the given …
Certifiably robust image watermark
Generative AI raises many societal concerns such as boosting disinformation and
propaganda campaigns. Watermarking AI-generated content is a key technology to address …
propaganda campaigns. Watermarking AI-generated content is a key technology to address …
Waves: Benchmarking the robustness of image watermarks
In the burgeoning age of generative AI, watermarks act as identifiers of provenance and
artificial content. We present WAVES (Watermark Analysis Via Enhanced Stress-testing), a …
artificial content. We present WAVES (Watermark Analysis Via Enhanced Stress-testing), a …
Stable signature is unstable: removing image watermark from diffusion models
Watermark has been widely deployed by industry to detect AI-generated images. A recent
watermarking framework called\emph {Stable Signature}(proposed by Meta) roots …
watermarking framework called\emph {Stable Signature}(proposed by Meta) roots …