the Rate Region
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On the Rate Region of I.I.D. Discrete Signaling and Treating Interference as Noise for the Gaussian Broadcast Channel
arXiv:2604.04092v2 Announce Type: replace Abstract: We revisit the Gaussian broadcast channel (GBC) and explore the rate region achieved by purely discrete inputs with treating interference as noise (TIN) decoding. Specifically, we introduce a simple scheme based on superposition coding with identically and independently distributed (i.i.d.) inputs drawn from discrete constellations, e.g., pulse amplitude modulations (PAM).
Victorian town fights high suicide rates with mental health first aid
Victorian town fights against high suicide rates with community-led prevention training Thu 11 Jun 2026 at 5:25am In short: Residents in Portland are crowdfunding suicide prevention training to address high suicide rates in the region. The project is led by people with lived experience of suicide to break down mental health stigma in regional and rural communities. The project aims to reach 10 per cent of working-age adults in the region before 2029.
SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation
arXiv:2603.18599v2 Announce Type: replace Abstract: Speculative Jacobi Decoding (SJD) offers a draft-model-free approach to accelerate autoregressive text-to-image synthesis. However, the high-entropy nature of visual generation yields low draft-token acceptance rates in complex regions, creating a bottleneck that severely limits overall throughput. To overcome this, we introduce SJD-PAC, an enhanced SJD framework.
The deadly tapeworm spreading across America has reached the Pacific Northwest
The deadly tapeworm spreading across America has reached the Pacific Northwest - Date: - June 11, 2026 - Source: - University of Washington - Summary: - A potentially dangerous tapeworm linked to severe, cancer-like disease has now been found in the Pacific Northwest, marking its first detection in wild animals along the U.S. West Coast. Researchers discovered the parasite, Echinococcus multilocularis, in 37% of coyotes tested around Puget Sound—a surprisingly high rate for a region where it...
CNG price hiked to Rs 86 per kg in Mumbai, piped gas to Rs 52 per unit
Compressed Natural Gas (CNG) prices have increased by Rs 2 per kg in the Mumbai Metropolitan Region, taking the new rate to Rs 86 per kg. Piped cooking gas will also see a 50 paise per unit hike. This rise is attributed to global energy supply chain disruptions and increased procurement costs.
From logistics parks to offices: How is Middle East conflict hitting Asia's property market
The Middle East conflict is impacting Asia Pacific's commercial real estate through rising energy costs and inflation. This is affecting logistics, retail, and office sectors, while investment markets face growing uncertainty due to potential interest rate shifts. Broader macroeconomic channels are expected to shape the region's property outlook.
Microwave Linear Analog Computer (MiLAC) for Simultaneous Active and Passive Beamforming
arXiv:2605.31549v1 Announce Type: new Abstract: Microwave linear analog computers (MiLACs) have recently emerged to enable high-performance and efficient beamforming in the analog domain. In this paper, we introduce a dual-functionality framework for MiLAC-aided transceivers. Beyond analog-domain precoding/combining (active beamforming), a MiLAC and its antenna array can simultaneously act as a reconfigurable intelligent surface (RIS) (passive beamforming).
[Written Question] Hospitality Industry: Business Rates
Question by: Alison Griffiths Answering Body: Treasury Question: To ask the Chancellor of the Exchequer, what estimate she has made of the net change in business rates liabilities for hospitality businesses in (a) England and (b) each region of England following the introduction of the new retail, hospitality and leisu
Why DDIM Hallucinates More Than DDPM: A Theoretical Analysis of Reverse Dynamics
Announce Type: replace Abstract: We theoretically study the hallucination phenomena in two canonical diffusion samplers: the stochastic Denoising Diffusion Probabilistic Model (DDPM) and the deterministic Denoising Diffusion Implicit Model (DDIM). We analyze the reverse ODE (DDIM) and SDE (DDPM) for a Gaussian mixture target, proving that after a critical time $\tau$, (a) DDIM can become stuck on the segment connecting the two nearest modes and (b) DDPM *stochasticity* helps it become...
Gangmasters and extreme violence: Four farm workers burned to death in Italy
Italian media say there have been 14 cases of arson involving vehicles carrying Pakistanis in the area in recent months, where tensions between migrants over the division of farm work are high. Italian police arrested two Pakistani nationals for the murder of four farm workers, three Afghans and one Pakistani, who were found dead in a burnt-out minivan in southern Italy, Italian media reported Tuesday. The vehicle was found at a petrol station near the village of Amendolara in a farming area...