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Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows
arXiv:2606.06875v1 Announce Type: new Abstract: Diffusion transformers (DiTs) equipped with multimodal attention (MM-Attn) have become a dominant paradigm for image generation. However, preventing the generation of harmful content remains a critical challenge, particularly in image-to-image (I2I) editing tasks. Existing safety mechanisms are primarily designed for text-to-image (T2I) synthesis or U-Net-based architectures, which limits their effectiveness for unified safety mitigation in...
Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs
arXiv:2606.09038v1 Announce Type: new Abstract: Large Language Models (LLMs) have enabled increasingly personalized interactions by adapting to users' preferences, contexts, and long-term histories. However, the mechanisms that enable personalization also expand the safety landscape in ways not systematically addressed by existing literature. Existing reviews typically focus either on personalization or safety, leaving their intersection largely unexplored.
Power System CBFs
arXiv:2606.02949v1 Announce Type: new Abstract: Control barrier functions (CBFs) have become a standard tool in safety critical-control systems. CBFs convert state constraints into real time control conditions that certify forward invariance (meaning that once the system starts in a safe region, it remains there for all future times) and minimally modify a nominal controller only when safety is at risk. In power systems, CBF based methods have been proposed for frequency and voltage safety,...
China launches AI framework to improve ‘black box’ transparency and raise standards
China launches AI framework to improve ‘black box’ transparency and raise standards The initiative underscores Beijing’s growing focus on AI governance, as concerns grow over algorithm bias and data security China has pledged to improve the accuracy, reliability and transparency of AI through a new national evaluation framework, as policymakers move to establish common standards for assessing the fast-evolving technology. New guidelines released by the central government said Beijing would...
Taiwan's Asus unveils 'AI City' and Nvidia-powered laptops at Computex
Euronews Next spoke to Asus' co-CEO about Nvidia-powered AI laptops and the company's plan to export its 'AI City' model. When the Taiwanese tech company ASUS took to the stage of the Computex conference this year, the conversation quickly moved beyond laptops. The company’s co-CEO, Samson Hu, told Euronews Next about a future in which the East Asian island nation becomes more than just the semiconductor hub and transforms into an "AI city" and a model for the rest of the world.
The White House Is the New Green Zone
Across from the White House sits a museum called The People’s House: A White House Experience. Inside is a replica of the Oval Office, and interactive exhibits on what it’s like to attend a State Dinner or sit in on a Cabinet meeting. It’s about as close to the White House as you can get without actually being there, a wholesome reminder of how democracy is supposed to work.
An LLM-based Chain-of-Response Counter-Scam System
Announce Type: new Abstract: The rapid evolution of online scams, driven by transnational networks and mass produced social engineering scenarios, has exposed the speed limitations of conventional detection, necessitating tighter interagency coordination. While LLMs show promise in scam identification, their role in accelerating integrated response frameworks remains underexplored. We propose Counter Scam, a unified LLM based multiagent framework that orchestrates end to end response from...
Corridor Design and Separation Definition in Advanced Air Mobility: Systematic Literature Review
Announce Type: new Abstract: Advanced Air Mobility (AAM) uses electric vertical take-off and landing (eVTOL) vehicles to address urban congestion and emissions. However, corridor design, operation management, and separation standards remain underexamined for safe high-density operations. This paper applies the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines to systematically review relevant literature from IEEE Xplore and Web of Science, focusing on...
Amit Shah to unveil Land Port Management System for smarter border operations
Home minister Amit Shah on Tuesday will launch the Land Port Management System (LPMS), a state-of-the-art platform that will enable end-to-end digital workflows for cargo processing and passenger movement at all land ports, on par with the systems at airports and seaports, and enable interoperable, efficient and transparent border management. LPMS is being unveiled amid the Narendra Modi govt’s enhanced focus on ‘smart and safe’ borders that harness modern technology and tools for security...
InvEvolve: Evolving White-Box Inventory Policies via Large Language Models with Performance Guarantees
arXiv:2605.00369v4 Announce Type: replace Abstract: We study how large language models can be used to generate inventory policies in online settings with non-stationary demand. Our work is motivated by recent advances in LLM-based evolutionary search, such as AlphaEvolve, which demonstrates strong performance on static and highly structured problems such as mathematical discovery, but is not directly suited to dynamic inventory settings with online updates. We propose InvEvolve, an...