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Mark Neumann

@MarkNeumannnn

Research @EvoscaleAI. Prev: Head of ML at Orbital Materials, Research/Eng at @allenai_org
markneumann.xyz Joined May 2014
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Mark Neumann @MarkNeumannnn
We've been getting noticeably worse at having low false negative rates over the years, so probably quite a few!

More of this at:
deneutoy.github.io/best-rejected-…
deneutoy.github.io The Best Rejected Papers OpenReview's radical transparency allows us to look at the quality of peer review over time. Discover the most highly cited papers that were initially rejected from top ML conferences.
Ryan Co Verified account @ryanp_co Sep 20
PPO was rejected from NeurIPS in 2017

Now it's the most widely used RL algorithm in the world with over 45,000 citations

With 60k ICLR submissions, I wonder how many PPOs will be rejected this year
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Mark Neumann @MarkNeumannnn
Surprised so much of the discourse around this is about changing the distribution of outputs (valid, if minor concern). Stenography is only necessary when text is indistinguishable from natural distributions.

This is the load-bearing finding, and pins the precise mechanism...
Anthropic Verified account @AnthropicAI Aug 14
We’ve written an FAQ to answer some of the questions we've received about watermarking.

In summary:

• We’re implementing watermarking to comply with the EU AI Act. Other major model developers have signed the same Code of Practice and will also be implementing watermarking;
• Our watermarking method doesn’t have any practical impact on the quality or content of Claude’s outputs;
• The difference between watermarked and un-watermarked text will not be distinguishable to readers;
• Nothing is added to the text and there are no hidden characters;
• Watermarking doesn’t require extra tokens, and will not be more expensive;
• Watermarks can’t be traced to a specific person, organization, or chat.

Read more: anthropic.com/news/claude-te…
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