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Variational Inference for Count Response Semiparametric Regression: A Convex Solution
Virginia Murru, Matt P. Wand
https://arxiv.org/abs/2510.12356 https://

Variational Inference for Count Response Semiparametric Regression: A Convex Solution
We develop a version of variational inference for Bayesian count response regression-type models that possesses attractive attributes such as convexity and closed form updates. The convex solution aspect entails numerically stable fitting algorithms, whilst the closed form aspect makes the methodology fast and easy to implement. The essence of the approach is the use of Pólya-Gamma augmentation of a Negative Binomial likelihood, a finite-valued prior on the shape parameter and the structured m…

*nochmalskicher*
https://www.instagram.com/reel/DSKoD3wiAF6/?utm_source=ig_web_copy_link&igsh=NTc4MTIwNjQ2YQ==

ISTB University of Vienna on Instagram: "We are deeply honoured and delighted that the South Asian, Tibetan, and Buddhist Studies Library has been selected as one of the distinguished institutions to receive the eighty-volume commemorative edition of the Tipitaka, published in Thailand in 2016 to mark the seventieth anniversary of His Majesty King Bhumibol’s accession to the throne. The Thai monarchy has long upheld a well-established tradition of commissioning, presenting, and receiving editions of the Pali Canon. In 1893, King Rama V commissioned the first printed edition of the Tipitaka in Thailand, which was subsequently presented as a gift to institutions in more than twenty-five countries. The 40-volume “King Bhumibol Edition” allows monks and Buddhist laity worldwide to chant the Tipiṭaka in a consistent, rule-based manner. It is accompanied by the 40-volume “Queen Sirikit Edition” which reproduces King Rama V’s use of Syām-Pāli annotation with additional notes. The ISTB library provides an ideal home for this new edition of the Tipitaka. With a collection of more than 70,000 volumes in over ninety Asian languages, it serves as a vital centre for research and teaching in South Asian, Tibetan, and Buddhist Studies at the University of Vienna."
20 likes, 0 comments - istb_univienna on December 12, 2025: "We are deeply honoured and delighted that the South Asian, Tibetan, and Buddhist Studies Library has been selected as one of the distinguished institutions to receive the eighty-volume commemorative edition of the Tipitaka, published in Thailand in 2016 to mark the seventieth anniversary of His Majesty King Bhumibol’s accession to the throne. The Thai monarchy has long upheld a well-established tradition of commissioning, presentin…

Google says Gemini Deep Research can now directly draw on information stored in users' Gmail, Drive, and Chat to create reports (Abner Li/9to5Google)
https://9to5google.com/2025/11/05/gemini-deep-research-google-drive-gmail/

Gemini Deep Research can tap into your Gmail and Google Drive
After adding PDF support in May, Gemini Deep Research can now directly tap into your Gmail, Google Drive, and Chat. 

Cédric Weissert, chef de groupe UDC, «c’est l’apothéose»: «On se sent abandonnés. Nous avons soutenu ce gouvernement par fidélité et il nous lâche au dernier moment. Nous sommes frustrés et en colère. La gauche n’a pas besoin de retrouver la majorité en 2027, c’est déjŠ elle qui dirige ce canton. Ce Conseil d’Etat avait pour une fois l’occasion de montrer qu’il avait du cran. Eh bien c’est raté et ça nous donne une bonne raison de refuser ce budget.»
https://www.letemps.ch/suisse/vaud/le-conseil-d-etat-vaudois-fait-marche-arriere-sur-la-contribution-de-crise-de-0-7?shouldPreventPurchase=true&inAppView=3.19.0&didomiConfig.user.externalConsent.value={"purposes":{"consent":{"enabled":["abtesting-p6FL2BYL","audiencem-hJxaeGrR","cookies","create_ads_profile","create_content_profile","device_characteristics","geolocation_data","improve_products","market_research","measure_ad_performance","measure_content_performance","parselyne-Ya2EC4dG","select_basic_ads","select_personalized_ads","select_personalized_content","use_limited_data_to_select_content"],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"vendors":{"consent":{"enabled":["amazon","c:aws-cloudfront","c:bannerwise-EeHwBjLT","c:chartbeat","c:cloudflare","c:echobox-GqD96L9K","c:forecast-ZRJPAUT7","c:googleana-4TXnJigR","c:hotjar","c:jsdelivr-xdD77X6w","c:jw-player","c:kameleoon-experiment","c:kameleoon-personalization","c:keycdn","c:linkedin","c:magnitein-ePEpbCQ7","c:meta-43HDmFRa","c:microsoft","c:nonli-jnWf8kqD","c:pianohybr-R3VKC2r4","c:pinterest","c:spyri-XAtBPx3i","c:tapadinc-VDTUUcKw","c:tiktok-KZAUQLZ9","c:unrulygro-nKyLqdKi","c:youtube","facebook","google","twitter",1,10,1020,1021,1028,1046,1069,108,109,11,1126,12,120,1269,128,13,130,131,1310,132,136,137,138,142,143,1449,154,156,16,164,202,209,21,211,23,238,24,241,243,25,253,264,28,284,290,30,301,32,36,39,4,412,422,45,469,475,493,50,519,52,559,58,61,612,617,68,684,69,73,76,77,783,790,793,80,81,811,84,85,855,898,91,92,95,965,98],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"user_id":"36B03261-8BC8-4FB4-A026-0543FF748710","created":"2025-05-28T08:36:56.058Z","updated":"2025-11-08T21:05:15.048Z","source":{"type":"app","domain":"ch.letemps.LT"},"action":"webview"}

Locally Linear Convergence for Nonsmooth Convex Optimization via Coupled Smoothing and Momentum
Reza Rahimi Baghbadorani, Sergio Grammatico, Peyman Mohajerin Esfahani
https://arxiv.org/abs/2511.10239 https://arxiv.org/pdf/2511.10239 https://arxiv.org/html/2511.10239
arXiv:2511.10239v1 Announce Type: new
Abstract: We propose an adaptive accelerated smoothing technique for a nonsmooth convex optimization problem where the smoothing update rule is coupled with the momentum parameter. We also extend the setting to the case where the objective function is the sum of two nonsmooth functions. With regard to convergence rate, we provide the global (optimal) sublinear convergence guarantees of O(1/k), which is known to be provably optimal for the studied class of functions, along with a local linear rate if the nonsmooth term fulfills a so-call locally strong convexity condition. We validate the performance of our algorithm on several problem classes, including regression with the l1-norm (the Lasso problem), sparse semidefinite programming (the MaxCut problem), Nuclear norm minimization with application in model free fault diagnosis, and l_1-regularized model predictive control to showcase the benefits of the coupling. An interesting observation is that although our global convergence result guarantees O(1/k) convergence, we consistently observe a practical transient convergence rate of O(1/k^2), followed by asymptotic linear convergence as anticipated by the theoretical result. This two-phase behavior can also be explained in view of the proposed smoothing rule.
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Le Conseil d’Etat vaudois a décidé de conclure sa folle semaine par une annonce inattendue. Réuni pendant près de cinq heures vendredi – soit plus du double qu’initialement prévu –, le gouvernement s’est mis d’accord pour renoncer Š la contribution de crise de 0,7% ainsi qu’Š la suppression des décharges de fin de carrière pour les enseignants.
https://www.letemps.ch/suisse/vaud/le-conseil-d-etat-vaudois-fait-marche-arriere-sur-la-contribution-de-crise-de-0-7?shouldPreventPurchase=true&inAppView=3.19.0&didomiConfig.user.externalConsent.value={"purposes":{"consent":{"enabled":["abtesting-p6FL2BYL","audiencem-hJxaeGrR","cookies","create_ads_profile","create_content_profile","device_characteristics","geolocation_data","improve_products","market_research","measure_ad_performance","measure_content_performance","parselyne-Ya2EC4dG","select_basic_ads","select_personalized_ads","select_personalized_content","use_limited_data_to_select_content"],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"vendors":{"consent":{"enabled":["amazon","c:aws-cloudfront","c:bannerwise-EeHwBjLT","c:chartbeat","c:cloudflare","c:echobox-GqD96L9K","c:forecast-ZRJPAUT7","c:googleana-4TXnJigR","c:hotjar","c:jsdelivr-xdD77X6w","c:jw-player","c:kameleoon-experiment","c:kameleoon-personalization","c:keycdn","c:linkedin","c:magnitein-ePEpbCQ7","c:meta-43HDmFRa","c:microsoft","c:nonli-jnWf8kqD","c:pianohybr-R3VKC2r4","c:pinterest","c:spyri-XAtBPx3i","c:tapadinc-VDTUUcKw","c:tiktok-KZAUQLZ9","c:unrulygro-nKyLqdKi","c:youtube","facebook","google","twitter",1,10,1020,1021,1028,1046,1069,108,109,11,1126,12,120,1269,128,13,130,131,1310,132,136,137,138,142,143,1449,154,156,16,164,202,209,21,211,23,238,24,241,243,25,253,264,28,284,290,30,301,32,36,39,4,412,422,45,469,475,493,50,519,52,559,58,61,612,617,68,684,69,73,76,77,783,790,793,80,81,811,84,85,855,898,91,92,95,965,98],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"user_id":"36B03261-8BC8-4FB4-A026-0543FF748710","created":"2025-05-28T08:36:56.058Z","updated":"2025-11-08T21:05:15.048Z","source":{"type":"app","domain":"ch.letemps.LT"},"action":"webview"}

Benders Decomposition for Passenger-Oriented Train Timetabling with Hybrid Periodicity
Zhiyuan Yao, Anita Sch\"obel, Lei Nie, Sven J\"ager
https://arxiv.org/abs/2511.09892 https://arxiv.org/pdf/2511.09892 https://arxiv.org/html/2511.09892
arXiv:2511.09892v1 Announce Type: new
Abstract: Periodic timetables are widely adopted in passenger railway operations due to their regular service patterns and well-coordinated train connections. However, fluctuations in passenger demand require varying train services across different periods, necessitating adjustments to the periodic timetable. This study addresses a hybrid periodic train timetabling problem, which enhances the flexibility and demand responsiveness of a given periodic timetable through schedule adjustments and aperiodic train insertions, taking into account the rolling stock circulation. Since timetable modifications may affect initial passenger routes, passenger routing is incorporated into the problem to guide planning decisions towards a passenger-oriented objective. Using a time-space network representation, the problem is formulated as a dynamic railway service network design model with resource constraints. To handle the complexity of real-world instances, we propose a decomposition-based algorithm integrating Benders decomposition and column generation, enhanced with multiple preprocessing and accelerating techniques. Numerical experiments demonstrate the effectiveness of the algorithm and highlight the advantage of hybrid periodic timetables in reducing passenger travel costs.
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Peu après 17 heures, Š la fin du premier débat sur le budget de fonctionnement du DSAS, la séance a été suspendue pour permettre aux chefs de groupe de se réunir afin de chercher des compromis. L’ensemble des conseillers d’Etat – Š l’exception de Valérie Dittli qui n’a pas de parlementaires centristes – se sont mêlés Š ces discussions censées rester confidentielles. https://www.letemps.ch/suisse/vaud/en-jouant-au-chat-et-de-la-souris-les-deputes-vaudois-repoussent-encore-le-budget-2026-malgre-l-ouverture-de-negociations?shouldPreventPurchase=true&inAppView=3.19.0&didomiConfig.user.externalConsent.value={"purposes":{"consent":{"enabled":["abtesting-p6FL2BYL","audiencem-hJxaeGrR","cookies","create_ads_profile","create_content_profile","device_characteristics","geolocation_data","improve_products","market_research","measure_ad_performance","measure_content_performance","parselyne-Ya2EC4dG","select_basic_ads","select_personalized_ads","select_personalized_content","use_limited_data_to_select_content"],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"vendors":{"consent":{"enabled":["amazon","c:aws-cloudfront","c:bannerwise-EeHwBjLT","c:chartbeat","c:cloudflare","c:echobox-GqD96L9K","c:forecast-ZRJPAUT7","c:googleana-4TXnJigR","c:hotjar","c:jsdelivr-xdD77X6w","c:jw-player","c:kameleoon-experiment","c:kameleoon-personalization","c:keycdn","c:linkedin","c:magnitein-ePEpbCQ7","c:meta-43HDmFRa","c:microsoft","c:nonli-jnWf8kqD","c:pianohybr-R3VKC2r4","c:pinterest","c:spyri-XAtBPx3i","c:tapadinc-VDTUUcKw","c:tiktok-KZAUQLZ9","c:unrulygro-nKyLqdKi","c:youtube","facebook","google","twitter",1,10,1020,1021,1028,1046,1069,108,109,11,1126,12,120,1269,128,13,130,131,1310,132,136,137,138,142,143,1449,154,156,16,164,202,209,21,211,23,238,24,241,243,25,253,264,28,284,290,30,301,32,36,39,4,412,422,45,469,475,493,50,519,52,559,58,61,612,617,68,684,69,73,76,77,783,790,793,80,81,811,84,85,855,898,91,92,95,965,98],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"user_id":"36B03261-8BC8-4FB4-A026-0543FF748710","created":"2025-05-28T08:36:56.058Z","updated":"2025-11-08T21:05:15.048Z","source":{"type":"app","domain":"ch.letemps.LT"},"action":"webview"}

dHPR: A Distributed Halpern Peaceman--Rachford Method for Non-smooth Distributed Optimization Problems
Zhangcheng Feng, Defeng Sun, Yancheng Yuan, Guojun Zhang
https://arxiv.org/abs/2511.10069 https://arxiv.org/pdf/2511.10069 https://arxiv.org/html/2511.10069
arXiv:2511.10069v1 Announce Type: new
Abstract: This paper introduces the distributed Halpern Peaceman--Rachford (dHPR) method, an efficient algorithm for solving distributed convex composite optimization problems with non-smooth objectives, which achieves a non-ergodic $O(1/k)$ iteration complexity regarding Karush--Kuhn--Tucker residual. By leveraging the symmetric Gauss--Seidel decomposition, the dHPR effectively decouples the linear operators in the objective functions and consensus constraints while maintaining parallelizability and avoiding additional large proximal terms, leading to a decentralized implementation with provably fast convergence. The superior performance of dHPR is demonstrated through comprehensive numerical experiments on distributed LASSO, group LASSO, and $L_1$-regularized logistic regression problems.
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