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Residual-Weighted Randomized Jacobi: Sharpened Bounds via Residual Concentration and Asynchronous Extension
arXiv:2606.01232v1 Announce Type: new Abstract: We study randomized stationary methods for symmetric positive definite linear systems in which component $j$ is selected with probability proportional to $|r_j|^\ell$. This power-weighted family interpolates continuously between uniform randomized Jacobi as $\ell \to 0$ and Gauss--Southwell greedy relaxation as $\ell \to \infty$. For the central case $\ell = 2$, we sharpen the standard one-step convergence analysis using the inverse...
Performance Variation in Deep Reinforcement Learning
Announce Type: new Abstract: Deep reinforcement learning (RL) algorithms often suffer from low run-to-run robustness, manifesting as significant performance variation across independent runs of identically configured agents. Although this issue poses a spectrum of challenges across research and practice, relatively few studies develop methods to evaluate it; RL research instead often reports uncertainty in the estimated mean performance. In this paper, we outline the limitations of...
Sweet victory? Bengal BJP's GI tag push for Kansat, Mohan Bhog
The West Bengal BJP has begun preparations to secure Geographical Indication (GI) tags for several traditional sweets of the state that still lack recognition, aiming to promote them at national and international levels while also planning to set up 'Misthi Hubs' (Sweet Hubs) for organised production and export. A GI tag is a sign used on products that have a specific geographical origin and possess qualities or a reputation that are due to that origin. Geographical Indications are covered...
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There are a handful of traditions we have at TorrentFreak, and remembering the first raid on The Pirate Bay is one of them. It was not only the first major story we covered, it also shaped how the piracy ecosystem evolved over the years. And it changed the lives of the site’s co-founders, who were eventually convicted.