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🌾 Innovations in spatial imaging could unlock higher wheat yields
#farming

Innovations in spatial imaging could unlock higher wheat yields
Researchers at the John Innes Center and the Earlham Institute are pioneering powerful single-cell visualization techniques that could unlock higher yields of global wheat.

“While governments and regulators act to structurally reduce electricity prices, industry has an opportunity to be innovative with its heating processes, using flexible operational strategies to improve the near-term business case for electrification. This briefing takes stock of this potential, and introduces recommendations on how best to capitalise on it.”

Flex Machina: Unlocking industrial flexibility's full potential
Recommendations from RAP to support light-industrial processes implementing flexible electrification to displace gas-fired process heating.

GitHub says it will use Copilot interaction data, including inputs, outputs, and code snippets, to train its AI models starting April 24, unless users opt out (Corbin Davenport/How-To Geek)
https://www.howtogeek.com/githubs-copilot-will-use-you…

"From April 24 onward, interaction data—specifically inputs, outputs, code snippets, and associated context—from Copilot Free, Pro, and Pro users will be used to train and improve our AI models unless they opt out." #github

Updates to GitHub Copilot interaction data usage policy
From April 24 onward, interaction data from Copilot Free, Pro, and Pro+ users will be used to train and improve our AI models unless they opt out.

Nothing says "smart data vision for 2035" like a PDF-only policy paper.
https://www.gov.uk/government/publications/smart-data-strategy

Smart Data Strategy
This strategy sets out the long‑term vision for smart data in the UK, and the actions government will take to unlock growth, competition and innovation through secure, trusted data sharing across the economy.

The Diffusion Duality, Chapter II: $\Psi$-Samplers and Efficient Curriculum
Justin Deschenaux, Caglar Gulcehre, Subham Sekhar Sahoo
https://arxiv.org/abs/2602.21185 https://arxiv.org/pdf/2602.21185 https://arxiv.org/html/2602.21185
arXiv:2602.21185v1 Announce Type: new
Abstract: Uniform-state discrete diffusion models excel at few-step generation and guidance due to their ability to self-correct, making them preferred over autoregressive or Masked diffusion models in these settings. However, their sampling quality plateaus with ancestral samplers as the number of steps increases. We introduce a family of Predictor-Corrector (PC) samplers for discrete diffusion that generalize prior methods and apply to arbitrary noise processes. When paired with uniform-state diffusion, our samplers outperform ancestral sampling on both language and image modeling, achieving lower generative perplexity at matched unigram entropy on OpenWebText and better FID/IS scores on CIFAR10. Crucially, unlike conventional samplers, our PC methods continue to improve with more sampling steps. Taken together, these findings call into question the assumption that Masked diffusion is the inevitable future of diffusion-based language modeling. Beyond sampling, we develop a memory-efficient curriculum for the Gaussian relaxation training phase, reducing training time by 25% and memory by 33% compared to Duo while maintaining comparable perplexity on OpenWebText and LM1B and strong downstream performance. We release code, checkpoints, and a video-tutorial on: https://s-sahoo.com/duo-ch2
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#CFP: SUMMER SCHOOL ON THE KYOTO SCHOOL 2026 (1-12 June 2026)
https://ift.tt/GnuHSEI
DESCRIPTION While major Western philosophical movements in the 20th century looked upon claims to…
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#CFP: SUMMER SCHOOL ON THE KYOTO SCHOOL 2026 (1-12 June 2026)
DESCRIPTION While major Western philosophical movements in the 20th century looked upon claims to absolute knowledge with deep suspicion, the Kyoto School never abandoned philosophy's sacred vocation to know the absolute. Against the dominant disposition to look upon contradiction as an obstacle to absolute knowledge, the Kyoto School recognizes contradiction as the key to unlocking the secrets of absolute totality. The Summer School will engage with major thinkers of the Kyoto School on totali…

#CFP: SUMMER SCHOOL ON THE KYOTO SCHOOL 2026 (1-12 June 2026)
https://ift.tt/xc5vDh3
DESCRIPTION While major Western philosophical movements in the 20th century looked upon claims to…
via Input 4 RELCFP

#CFP: SUMMER SCHOOL ON THE KYOTO SCHOOL 2026 (1-12 June 2026)
DESCRIPTION While major Western philosophical movements in the 20th century looked upon claims to absolute knowledge with deep suspicion, the Kyoto School never abandoned philosophy's sacred vocation to know the absolute. Against the dominant disposition to look upon contradiction as an obstacle to absolute knowledge, the Kyoto School recognizes contradiction as the key to unlocking the secrets of absolute totality. The Summer School will engage with major thinkers of the Kyoto School on totali…