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R-APS: Compositional Reasoning and In-Context Meta-Learning for Constrained Design via Reflective Adversarial Pareto Search
arXiv:2606.04823v1 Announce Type: new Abstract: Large language models (LLMs) are fluent on open-ended tasks, yet in agentic settings, where a system must plan, use tools, and act over extended horizons, fluency does not ensure reliable delivery. We trace this gap to three coupled structural failures: errors propagate without localization, worst-case perturbations go unevaluated, and accumulated knowledge is never invalidated. We argue these share a root cause: abductive, counterfactual,...
LA’s storied fashion district in a slump – can the Olympics put it back on its feet?
The neighborhood that makes America’s clothes has been buffeted by ICE raids and post-Covid problems – but leaders say hope is on the horizonDowntown Los Angeles’s fashion district, the largest apparel manufacturing hub in the United States, is a neighborhood in freefall. While 83% of clothing cut and sewn in the United States is made here, the district has suffered in recent years as visitation and sales have plummeted. “I went from making $2,000 a day to making now $500, sometimes $700,”...
Audemars Piguet's watch prices remain stable after controversial Swatch collab
When the famed luxury watch brand Audemars Piguet announced a collaboration with Swatch last month, some Audemars collectors feared the worst. Rapper DDG said he would sell his $180,000 Audemars Piguet if the collaboration grew too big and cheapened the brand. Members of the self-appointed horology community warned that one of the "Holy Trinity" of watch brands, famed for innovative complications, or features, and designs, had gone plastic.
Five dead and two injured following explosion at weapons factory
Five dead and two injured following explosion at weapons factory At least five people are dead and two are seriously injured after an explosion rocked a weapons facility in South Korea on Monday Five people have been killed and two injured following an explosion and fire at a defence company in South Korea, according to officials. The incident took place on Monday at a workspace run by Hanwha Aerospace in the South Korean city of Daejeon, AP reports. The cause of the explosion has not yet...
A musical puzzle box, Consume Me on iOS and other new indie games worth checking out
A musical puzzle box, Consume Me on iOS and other new indie games worth checking out Plus, a whole bunch of neat demos ahead of Steam Next Fest. Welcome to our latest roundup of what's going on in the indie game space. This time around, we'll take a look at some projects that might have slipped under your radar amid all the Summer Game Fest ballyhoo.
The American Missile Crisis
Recent global conflicts, from Russia and Ukraine to Iran and Israel, have seen a resurgent awareness of the frailty of US munitions stock, which has been drawn down by both direct and indirect involvement in these events. While exact stockpile volumes are not disclosed, it is estimated that supplies of US warheads and the missiles that carry them have declined by nearly an order of magnitude since their peak during the Cuban Missile Crisis. Analysts have estimated that in the event of a...
Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss
arXiv:2606.06418v1 Announce Type: new Abstract: Many modern applications of deep learning involve training a neural network via a one-step prediction loss (e.g., $L^2$ regression, cross-entropy), but deploy the network by rolling out along its own predictions. Key examples include autoregressive language modeling, flow-based generative modeling, and robot policy learning. It is well-documented that these settings induce a phenomenon we call test-time feedback (TTF): the mismatch between the...
To fight fraud, psychological scientists issue a call to arms
To fight fraud, psychological scientists issue a call to arms Gaby Clark Scientific Editor Andrew Zinin Lead Editor Journalist Charlotte Cowles received a call about suspicious activity on her Amazon account. A dentist named Daniel answered a call from a number listed as the local police. Mr. Lee, a retired engineer, was told he had to marry his newfound girlfriend so she could receive an inheritance.
Zero-Shot Learning in Industrial Scenarios: New Large-Scale Benchmark, Challenges and Baseline
Announce Type: new Abstract: Large Visual Language Models (LVLMs) have achieved remarkable success in vision tasks. However, the significant differences between industrial and natural scenes make applying LVLMs challenging. Existing LVLMs rely on user-provided prompts to segment objects.
Middle East updates: Iran, Israel both declare pause in attacks
Middle East updates: Iran, Israel declare pause in attacks Published June 8, 2026last updated June 8, 2026What you need to know - Iranian and Israeli leaders both said they were stopping attacks, with each claiming their strikes to be successful - Israel and Iran both fired at each other in the latest escalation - US President Donald Trump had called for an immediate halt in fighting - The Iran-backed Houthis have threatened to target Israel-linked ships in the Red Sea - The EU's top...