Tootfinder

Distillation Robustifies Unlearning
Bruce W. Lee, Addie Foote, Alex Infanger, Leni Shor, Harish Kamath, Jacob Goldman-Wetzler, Bryce Woodworth, Alex Cloud, Alexander Matt Turner
https://arxiv.org/abs/2506.06278

Distillation Robustifies Unlearning
Current LLM unlearning methods are not robust: they can be reverted easily with a few steps of finetuning. This is true even for the idealized unlearning method of training to imitate an oracle model that was never exposed to unwanted information, suggesting that output-based finetuning is insufficient to achieve robust unlearning. In a similar vein, we find that training a randomly initialized student to imitate an unlearned model transfers desired behaviors while leaving undesired capabilitie…

Donald Trump recently said Canada could freely participate in his Golden Dome in exchange for annexation. The US president’s post came on the heels of Mark Carney expressing interest in the missile ‘defense’ initiative, betraying his election promise to distance Canada from the US.
Take a minute to email Carney and defence minister David McGuinty to reject Canadian participation in Trump’s Golden Dome.

In Poland’s golden hour, a looming threat to Europe’s unity
Across Europe’s newest economic powerhouse,
where living standards have leapfrogged Japan’s and are on course to surpass Spain’s and Israel’s,
incomes are surging, shops are buzzing and borders are secure
— at least for now.

Poland, once a dreary outback in Cold War communism’s slough of despond, is now in Europe’s first rank in economic, diplomatic, military and political terms.
Situated in Cent…

In Poland’s golden hour, a looming threat to Europe’s unity
A nation is torn between its democratic promise and the pull of authoritarian politics.

„Experts think this is bullshit.“
Scientists Explain Why Trump's $175 Billion Golden Dome Is a Fantasy https://www.404media.co/scientists-explain-why-trumps-175-billion-golden-dome-is-a-fantasy/

#Blakes7 Series C, Episode 09 - Sarcophagus
ALIEN: [Her robes start blowing as if a breeze had sprung up] I thought you were the clever one. You're a fool, like Tarrant. The pain Tarrant is experiencing ... visualize that pain and much more. [Shot of Cally tossing her head back and forth.] You're as close to death as you have ever been. Think about human death, Avon. Irrevocable…

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