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New White Paper Explores Privacy and Security Risk to Machine Learning Systems
[…] mechanisms transparent, access controls, monitoring, documentation, testing, and debugging. “Privacy or security harms in machine learning do not necessarily require direct access to underlying data or source code,” said Andrew Burt, Immuta Chief Privacy Officer and Legal Engineer. “We explore how creators of any machine learning system can limit the risk of unintended leakage […]

Warning Signs: Identifying Privacy and Security Risks to Machine Learning Systems
[…] explaining approaches to data protection. Unlike traditional software, in machine learning systems privacy or security harms do not necessarily require direct access to underlying data or source code. The whitepaper presents a layered approach to data protection in machine learning, including recommending techniques such as noise injection, inserting intermediaries between training data and the […]

Digital Deep Fakes
[…] of their decisions, as use cases run the gamut of useful and creative applications as well as those which might be concerning. OpenAI, a group which actively promotes cooperativeness in AI research, designed a fake text generator they felt was so good, they decided the risks it posed made it too dangerous to release. […]

Ethical and Privacy Protective Academic Research and Corporate Data
[…] and Innovation Foundation to undertake both projects. The Alliance will support data sharing efforts under way, help address and mitigate challenges that create barriers to sharing and promote practices that encourage more data sharing between industry and academic researchers. So far, more than 25 prominent companies are participating in the Alliance’s activities. In its […]

NAI’s 2020 Code of Conduct Expands Self-Regulation for Ad Tech Providers
[…] not only to go beyond existing laws in addressing consumer privacy concerns, but also to help shape evolving legislative efforts. We are glad to see that the NAI is taking major steps in the right direction in order to continue to be on the front lines of protecting consumer privacy and promoting responsible business practices.

The Israel Tech Policy Institute: A Discussion with Limor Shmerling Magazanik
While Israel’s image as the “Start-up Nation” is well known in tech circles, the country has lacked a central organization capable of promoting the same level of thought leadership on tech policy and privacy issues. The launch of the Israel Tech Policy Institute (ITPI) in June 2018 ensured that this is no longer […]

Protected: Protected: Future of Privacy Forum's 2019 Annual Meeting
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The Future of Ad Tech: A Discussion with FPF's Stacey Gray
[…] currently being debated? The biggest debate in ad tech right now is how it will be meaningfully regulated. For a long time, ad tech mostly self-regulated with codes of conduct through organizations like the Digital Advertising Alliance (DAA), Network Advertising Initiative (NAI), and others. In contrast, in the last couple years, we’ve seen a […]

AI and Machine Learning: Perspectives with FPF’s Brenda Leong
[…] which FPF released last October. Most of what has been implemented is machine learning – algorithms that can evaluate their own output and make adjustments to their code without human involvement. Machine learning is used in image recognition, facial recognition, sensory inputs for autonomous vehicles, and many other tasks. I like the definition of […]

FPF's Amelia Vance on the Future of Student Privacy
[…] actionable resources for different audiences. The Student Privacy Pledge has been one of our most successful projects. Co-founded with SIIA, the Pledge is a Federal Trade Commission-enforceable code of conduct for edtech vendors. Now with nearly 330 companies as signatories, the Pledge was designed to both raise awareness of best practices and facilitate their […]