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DWP update over support programme for Universal Credit, ESA claimants

DWP update over support programme for Universal Credit, ESA claimants People on DWP benefits and others can access the support DWP benefit claimants and other have been urged to check if they can apply for a support scheme. The nationwide programme is open to people on Universal Credit, Jobseeker's Allowance, Employment and Support Allowance, as well as others. As concerns have been raised about the growing numbers of those who are classed as Neets - not in education, employment, or training...

Daily Mirror 3d ago

OrderDP: A Theoretically Guaranteed Lossless Dynamic Data Pruning Framework

Announce Type: new Abstract: Data pruning (DP), as an oft-stated strategy to alleviate heavy training burdens, reduces the volume of training samples according to a well-defined pruning method while striving for near-lossless performance. However, existing approaches, which commonly select highly informative samples, can lead to biased gradient estimation compared to full-dataset training. Furthermore, the analysis of this bias and its impact on final performance remains ambiguous.

arXiv CS 1d ago

The Regularizing Power of Language-Training Deepfake Detectors

arXiv:2605.31192v1 Announce Type: new Abstract: Recently, thanks to the advent of Multimodal-LLMs, deepfake detectors are striving not only to be generalizable but also interpretable. We propose that these two challenges can effectively be tackled jointly, since describable artifacts typically generalize better, opening the possibility to use language as a regularization mechanism.

arXiv CS 9d ago

ReTabSyn: Realistic Tabular Data Synthesis via Reinforcement Learning

arXiv:2603.10823v2 Announce Type: replace-cross Abstract: Deep generative models can help with data scarcity and privacy by producing synthetic training data, but they struggle in low-data, imbalanced tabular settings to fully learn the complex data distribution. We argue that striving for the full joint distribution could be overkill; for greater data efficiency, models should prioritize learning the conditional distribution $P(y\mid \bm{X})$, as suggested by recent theoretical analysis....

arXiv CS 1d ago

Great Question (YC W21) Is Hiring Applied AI Interns

User research on autopilot. Great Question is the all-in-one AI customer research platform for understanding your customers. Our platform enables teams to recruit participants, run research, and share insights – all in one place.

Hacker News 8d ago

Jeglertz: My job now is to win more titles with Man City

Brighton 0-4 Man City: Andree Jeglertz targets more titles as Khadija 'Bunny' Shaw opens up on new contact after FA Cup final win Man City completed the domestic double after beating Brighton in the Women's FA Cup final; Andree Jeglertz secured another trophy in his first season after winning the WSL; Khadija 'Bunny' Shaw scored just days after announcing she was staying at the club, having signed a new contract Sunday 31 May 2026 19:07, UK Andree Jeglertz says his job now is to win more...

Sky Sports Football 10d ago

Meta launches 'America's Workforce Academy', CEO says US will need thousands of skilled workers

Meta CEO Mark Zuckerberg says that the United States will need hundreds of thousands of skilled trade workers to help build the infrastructure required for the country's AI ambitions. As part of that effort, the social media giant has launched America’s Workforce Academy (AWA), a new initiative aimed at providing free training and direct pathways to jobs in skilled trades. Announcing the initiative, the company said: “Meta is proud to be partnering with the National Urban League, the...

Times of India 1d ago

A Man Who Reads Books for a Living (One Every Two Days)

The Man Who Reads Books For a Living (One Every Two Days) You Have Clarke Speicher to Thank (Or Blame) For the Recent Train Dreams Adaptation When Clarke Speicher (spike-er) asked how I liked the screen adaptation of Train Dreams, Denis Johnson’s novella following the solitary logger Robert Granier in the early 20th-century American West, he was actually asking whether it measured up to its source material.

Hacker News 7d ago

Policy on the AI Exponential

Policy on the AI Exponential In one of the side plots to The Lord of the Rings, two of the Hobbits attempt to rouse Treebeard—a wise but ponderous sentient tree—to defend his forest from an army that is cutting it down. The problem is that Treebeard operates at a very different speed than the Hobbits. It takes him a full day simply to say hello to another tree, so getting him and his peers to act fast enough is nearly impossible.

Hacker News 2h ago

It's Not Just X. It's Y

It's Y. Against the Quantification of Integrity When the measure of language becomes its target, it ceases to be good language. "It's not x, it's y." Large Language Models gravitate toward this type of construction, called negative parallelism. It has its uses: it sets up a contrast.

Hacker News 9d ago