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Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity
Announce Type: new Abstract: Counterfactual explanations (CEs) are essential for actionable recourse, yet their reliability is often compromised in low-density regions, where classifiers exhibit high variance. Unlike existing methods that rely on expensive ensemble intersections to define stability, we propose \textit{DensityFlow}, a generative framework that constructs robust CEs by adhering to the high-confidence data manifold. Specifically, we model the counterfactual generation as...
From Mean-Field Limits to Semiclassical Concentration: Global Convergence of the Canonical Evolutionary Strategy
arXiv:2605.30371v1 Announce Type: new Abstract: We address the issue of global convergence in stochastic continuous optimization. For that purpose, we formulate the Canonical Evolutionary Strategy (CES) as a controlled mathematical framework to analyze global convergence in evolutionary algorithms via the semiclassical limit of a Schr{\"o}dinger-type replicator-mutator equation. We provide a rigorous hierarchy from a discrete individual-based dynamics to a deterministic mean-field limit,...
LG's 2026 Gram laptop lineup starts at $1,150
LG's 2026 Gram laptop lineup starts at $1,150 Many CES product announcements leave us hanging for a while on pricing and availability. Today, one of this year's updated laptop series finally has official pricing and release info. LG's 2026 Gram models are now available, starting at $1,150 for the base model.
Lego’s Smart Play Pokémon can train and battle, but don’t do the one thing I wish they could
Some of the sets’ props are drawn directly from the games, others are more… unexpected. When Lego announced its tech-packed Smart Bricks at CES, we were impressed by the potential - enough to give it our Best in Show award. But when the first Star Wars sets actually launched in March, we were less enamored.
Nvidia, Microsoft, and Arm are all teasing Nvidia’s new N1X laptop processors
Nvidia CEO Jensen Huang with an RTX laptop at CES 2025. | Image: Getty Images It's the world's worst kept secret that Nvidia is about to announce its own Arm-powered laptop chips at Computex this weekend, and now Microsoft, Nvidia, and Arm are all openly teasing the announcement. The Windows and Nvidia GeForce accounts on X both posted "A new era of PC" earlier today, and now Arm has followed up with an identical post. All three posts include coordinates pointing to where Computex is hosted...
Motorola's latest family of Razrs includes its first book-style foldable
Motorola's latest family of Razrs includes its first book-style foldable While we aren't expecting new foldable phones from Samsung and Google until later this summer and fall, Motorola is getting the ball rolling early with an updated portfolio of bendy Razr handsets, including its first book-style foldable. The Motorola Razr Fold was first announced back at CES before being shown off again at MWC last month, so it's not like its arrival is a complete surprise. But for fans of big foldable...
LG's UltraGear evo 5K gaming monitor is available to pre-order
LG's UltraGear evo 5K gaming monitor is available to pre-order LG is continuing to slowly roll out the products it announced at CES, this time with a new 5K gaming monitor. The LG UltraGear evo GM9 5K gaming monitor uses a 5K Mini LED panel and includes built-in AI upscaling so games and other content can run at a higher resolution without you having to shell out for a new GPU. Unlike the UltraGear GX7, which uses LG's Tandem OLED tech, the UltraGear evo GM9 is all about Mini LEDs,...
Dell is bringing back the XPS 13 as a MacBook Neo competitor — with a temporary discount to $599
Dell is aiming for students like Apple did with the MacBook Neo. | Image: Dell Dell is making good on its tease from CES and finally announcing a new XPS 13. The XPS 13 returns as a budget-friendly option, launching in July at a promotional student price of $599 - though that introductory deal only runs until September for back-to-school shopping; it'll start at $699 for everyone else. The $599 promo exactly matches up with the MacBook Neo's starting price, but students can actually get...
Diagrammatic Monte Carlo for positron-molecule many-body theory
Announce Type: new Abstract: A diagrammatic Monte Carlo evaluation of the ladder series contributions to the correlation potential (self energy) of a positron in the field of a molecule is presented. The $GW$@TDHF, virtual-positronium ($T$-matrix), and positron-hole Goldstone ladder series contributions are stochastically sampled order-by-order within the Tamm-Dancoff approximation, which is exact for the latter two classes, with Ces{\'a}ro-Riesz resummation used to extrapolate to infinite...
Is the government really overhauling employment services?
analysis Is the government really overhauling employment services, or tinkering at the edges of a broken system? Sun 31 May 2026 at 5:00am Is the Albanese government planning the biggest shake-up to the employment services system in 30 years? That's what it claimed last week.