Achieving Faster than O(1/t) Convergence in General Convex Federated Learning

Jie Liu, Zuang Wang, Yongqiang Wang

Action editor: Dan Garber

https://openreview.net/forum?id=Dae3jVdPod

#federated #optimal #convex

Some top Grandmasters are heavily using AI to prepare for games. Those who don't like Magnus want to find positions that haven't been analyzed by AI, and one way is by making slightly less optimal moves that AI would dismiss as less #optimal

$$\texttt{C2-DPO}$$: Constrained Controlled Direct Preference Optimization

Kavosh Asadi, Xingzi Xu, Julien Han et al.

Action editor: Alessandro Sordoni

https://openreview.net/forum?id=7h5Ho9t5NL

#constraints #optimal #ai

#optimal

On a Gradient Approach to Chebyshev Center Problems with Applications to Function Learning

Abhinav Raghuvanshi, Mayank Baranwal, Debasish Chatterjee

Action editor: Zhiyu Zhang

https://openreview.net/forum?id=lPZVsDhyj3

#optimization #optimal #gradient

New #J2C Certification:

Stochastic Multi-Objective Multi-Armed Bandits: Regret Definition and Algorithm

Mansoor Davoodi, Setareh Maghsudi

https://openreview.net/forum?id=7N7sK5CFuP

#bandit #bandits #optimal

OneMagnify's Strategic Acquisition of Optimal to Enhance Digital Marketing Solutions OneMagnify, backed by Crestview Partners, has strategically acquired Optimal's Performance Marketing to enhance its digital marketing capabilities and audience data assets.

OneMagnify's Strategic Acquisition of Optimal to Enhance Digital Marketing Solutions #USA #Detroit #OneMagnify #Optimal #Crestview

Sun Com Buys Optimal Sun Com has purchased fellow Cricket dealer Optimal. They now have over ...

#SunComMobile has purchased #Optimal to become the largest #Cricket dealer with 600+ locations - nwida.org/sun-com-buys-optimal

On a Gradient Approach to Chebyshev Center Problems with Applications to Function Learning

New #TMLR-Paper-with-Video:

On a Gradient Approach to Chebyshev Center Problems with Applications to Function Learning

Abhinav Raghuvanshi, Mayank Baranwal, Debasish Chatterjee

https://tmlr.infinite-conf.org/paper_pages/lPZVsDhyj3

#optimization #optimal #gradient

As a holiday gift 🎁 my dad asked for a signed copy of my first book 📖 “World Peace: The Science + Faith of Optimal Holistic Health + Longevity” 🚴‍♂️🏋️‍♀️🥑 This book is also illustrated with my paintings 🖼️

Cheers ✨🦋🌞🦋✨

#Peace on Earth ☮️🌎💚🌏💙🌍❤️🕊️

#Gift #holidays #book #optimal #holistic #health #longevity

Risk‑Seeking Reinforcement Learning via Multi‑Timescale EVaR Optimization

Deep Kumar Ganguly, Ajin George Joseph, Sarthak Girotra, Sirish Sekhar

Action editor: Goran Radanovic

https://openreview.net/forum?id=4nbEgNDsii

#risk #optimal #reinforcement

An Asymptotically Optimal Algorithm for the Convex Hull Membership Problem

Gang Qiao, Ambuj Tewari

Action editor: Ilan Shomorony

https://openreview.net/forum?id=r8eAwBMtlN

#optimal #bandit #exploration

Led by #ArcadiaInternational, #SUPPORT WP5 aims to ensure #dissemination and #optimal #uptake of SUPPORT #results🌱 Read more on the website he-support.eu/workplan/

#communication #horizoneurope #sustainableagriculture #supportipm_EU #IPM

Rectified Robust Policy Optimization for Model-Uncertain Constrained Reinforcement Learning with...

Shaocong Ma, Ziyi Chen, Yi Zhou, Heng Huang

Action editor: Pan Xu

https://openreview.net/forum?id=7l63xwAgAW

#robust #optimization #optimal

Next in our ibidi Tips & Tricks💡🔧

Charlotte Öri recommends testing your gels before using the µ-Slide I Luer 3D. First #screen gel types and #concentrations in the µ-Slide 15 Well 3D or µ-Plate 96 Well 3D to find the #optimal matrix.

🔗https://zurl.co/rDzJs

#tipsandtricks

CTE Member, Optimal, is bringing their S1 battery electric low-floor shuttle to OPTA Nov 19–21 in Columbus! See how their electric, low-floor design is transforming comfort and accessibility.

www.optimal-ev.com/s1

#Optimal #OPTA2025

Verve’s ‘Straight From The Vault’ Series Debuts Strong With Antonio Carlos Jobim’s 1963 Classic “The Composer of Desafinado, Plays” Universal Music's "Verve Vault" reissue series aims to bring back classic titles as high-quality vinyl pressings with accurate artwork at affordable prices.

🌍 At #ESMO25, we caught up with Rianne Rolfes (Netherlands Cancer Institute) during the poster session on the #OPTImaL study, exploring whether chemotherapy can be safely omitted for select #TNBC patients.

Opening soon in Ireland under @rmconnolly.bsky.social @cancerresearch-ucc.bsky.social

New #J2C Certification:

Multi-Bellman operator for convergence of $Q$-learning with linear function approximation

Diogo S. Carvalho, Pedro A. Santos, Francisco S. Melo

https://openreview.net/forum?id=D2PjEPGXgh

#optimal #approximation #bellman

New #J2C Certification:

UCB Exploration for Fixed-Budget Bayesian Best Arm Identification

Rong J.B. Zhu, Yanqi Qiu

https://openreview.net/forum?id=BqSi73krYd

#optimal #allocations #budget

Successor Clusters: A Behavior Basis for Unsupervised Zero-Shot Reinforcement Learning

Louis Bagot, Lucas Nunes Alegre, Steven Latre, Kevin Mets, Bruno Castro da Silva

Action editor: Oleg Arenz

https://openreview.net/forum?id=UB22Tt3sfF

#reinforcement #reward #optimal

Combinatorial Multi-armed Bandits: Arm Selection via Group Testing

Arpan Mukherjee, Shashanka Ubaru, Keerthiram Murugesan, Karthikeyan Shanmugam, Ali Tajer

Action editor: Vidya Muthukumar

https://openreview.net/forum?id=Mq59rTnIfE

#bandits #bandit #optimal

Why Your Room Temperature Matters More Than You Think for Quality Sleep Is your bedroom secretly sabotaging your sleep? You might have the perfect mattress, but if your room is too hot, too loud, or even slightly too bright, you're fighting an uphill battle for quality rest. Your bedroom isn't just a place to crash; it's a high-performance environment that needs to be perfectly calibrated, just like a sleep lab. In this episode, we're building the ultimate sleep sanctuary, based on science. Forget counting sheep – we're talking optimal temperatures that trigger your body's sleep mechanisms, the surprising truth about white noise versus silence, and how the right bedding can make or break your night. You'll get simple, actionable steps from leading health organizations and sleep scientists to transform your bedroom into a personalized sleep lab. Ready to engineer your best night's sleep ever?

📣 New Podcast! "Why Your Room Temperature Matters More Than You Think for Quality Sleep" on @Spreaker #bedding #bedroom #best #better #biohacking #blackout #circadian #curtains #environment #hygiene #insomnia #lab #noise #optimal #relief #rhythm #science #sleep #temperature #white

Are Convex Optimization Curves Convex?

Guy Barzilai, Ohad Shamir, Moslem Zamani

Action editor: Konstantin Mishchenko

https://openreview.net/forum?id=TZtpxselK2

#convex #optimization #optimal