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@patrikja@functional.cafe
2025-09-30 13:15:31

🌍 The climate crisis demands urgent action. But which actions are best?
Decision makers face tough trade-offs:
Policy A lowers emissions at home but increases reliance on imports.
Policy B cuts emissions long-term but raises unemployment short-term.
Policy C boosts jobs now but increases emissions in the near term.
None of these choices are simple. A policy that looks good locally may increase global emissions, or its effects may depend on what other countries d…

Figure 1: The input space (control space, search space) is a rectangular area Y (the Cartesian product of the input intervals) and it is assumed that any solution is inside this rectangle. In general it is a hyper-rectangle in an n-dimensional control space, but here n = 2. The output space (objective space) is a collection of real numbers X = R". The black-box function f : Y —> X can be seen as n single-objective functions f_i : Y —> R. The points (a, b, . .., e) are examples of (pairs of) con…
Figure 2: The curves in the objective space here illustrate the idealised point cloud: each curve keeps y1 or y2 fixed and varies the other control continuously. The objective function measures cost (x1) and emissions (x2). The objectives each individually reach zero, but not for the same controls — there is a trade-off. The Pareto front is the set of Pareto-optimal points in objective space.
@raiders@darktundra.xyz
2025-09-29 00:43:39

Ashton Jeanty's best plays in hat trick vs. Bears raiders.com/video/ashton-jeant

@arXiv_csLG_bot@mastoxiv.page
2025-09-30 14:39:01

Sampling Complexity of TD and PPO in RKHS
Lu Zou, Wendi Ren, Weizhong Zhang, Liang Ding, Shuang Li
arxiv.org/abs/2509.24991 arxiv.org/pdf/2…

It is notable that the state and local police are all friendly witnesses for the plaintiffs in these cases
bsky.app/profile/kyledcheney.b

@brian_gettler@mas.to
2025-10-30 13:23:02

Kid2 had pizza day yesterday. The school decided to order from a new place that offers "healthy pizza." The kids apparently poured onto the playground after lunch, having barely touched the stuff, chanting "We want [corporate pizza chain]!" While I may not agree with their taste in pizza, I'll take collective action any day. And the kids won! The school sent around an email last night saying they were going back to the old place and that they'd pay for a pizza par…

@arXiv_csRO_bot@mastoxiv.page
2025-09-29 10:45:27

VLA-Reasoner: Empowering Vision-Language-Action Models with Reasoning via Online Monte Carlo Tree Search
Wenkai Guo, Guanxing Lu, Haoyuan Deng, Zhenyu Wu, Yansong Tang, Ziwei Wang
arxiv.org/abs/2509.22643

@gfp@mastodon.trueten.de
2025-10-29 22:36:46

Kriegstüchtige Geheimdienste german-foreign-policy.com/news

@drgeraint@glasgow.social
2025-09-28 23:15:19

"A group of about two hundred protestors, waving the union jack and St George's flags and carrying placards opposing the government's digital ID plans, had to be separated from the pro-Palestinian demonstrators by police."
That is a sentence that I never expected to read!
bb…

@villavelius@mastodon.online
2025-11-30 10:39:20

"Protestival". Wat een geweldig concept ('geweldig' natuurlijk in strikt figuurlijke zin).
theguardian.com/australia-news

David Sacks,
the Trump administration’s A.I. and crypto czar,
has helped formulate policies that aid his Silicon Valley friends
and many of his own tech investments.
Since January, Mr. Sacks, 53, has occupied one of the most advantageous moonlighting roles in the federal government,
influencing policy for Silicon Valley in Washington while simultaneously working in Silicon Valley as an investor.
Among his actions as the White House’s artificial intelligen…