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The Proxy Benders Decomposition
arXiv:2606.07403v1 Announce Type: cross Abstract: Benders decomposition is a fundamental framework for solving large-scale mixed-integer optimization problems with complicating variables that, when fixed, yield significantly easier subproblems. However, classical Benders decomposition repeatedly solves highly similar subproblems and often exhibits zigzagging behavior across iterations, leading to slow convergence in large-scale settings. Motivated by the repetitive structure and parametric...
Clustering-enhanced adaptive Benders decomposition for energy systems planning optimization
arXiv:2606.00388v1 Announce Type: cross Abstract: High-resolution energy system capacity expansion models (CEMs) for energy transition planning often result in large-scale mixed-integer linear programming (MILP) formulations. Benders decomposition (BD) offers a scalable solution approach by iteratively solving a master problem (MP) for investment decisions and multiple subproblems (SPs) for operational decisions. However, accumulated Benders cuts generated by the SPs can make MP solution a...
Qubit-Efficient Quantum Annealing for Stochastic Unit Commitment
arXiv:2502.15917v3 Announce Type: replace-cross Abstract: Stochastic Unit Commitment (SUC) has been proposed to manage the uncertainties driven by renewable integration, but it leads to significant computational complexity. When accelerated by Benders Decomposition (BD), the master problem becomes binary integer programming, which is still NP-hard and computationally demanding for classical methods. Quantum Annealing (QA), known for efficiently solving Quadratic Unconstrained Binary...
The LLM warnings Google fired Timnit Gebru over have all come true
"Timnit Gebru was fired from Google in December 2020 for refusing to retract a research paper, and every single warning that paper made about large language models has now happened at a scale the industry spent 4 years trying to make people forget about. Her name is Timnit Gebru. She co-led the Ethical AI team at Google.
How I use AI to turn failed drugs into new medicines
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A prognostic human brain network for diffuse midline glioma
Abstract Diffuse midline gliomas (DMGs) are near-universally lethal tumours of the childhood central nervous system1,2. In animal models, DMGs form brain-wide integrated networks through neuron-to-glioma synapses3,4,5,6 and glioma-to-glioma gap junctional coupling3. This extensive connectivity robustly promotes the growth and invasion of DMG3,4,5,6,7,8,9 and other glial malignancies10,11,12 through paracrine mechanisms and direct neuron-to-glioma synapses.
'Rick and Morty' creators on their inspirations as season 9 tackles the multiverse, evolution, and a kung-fu fight in a Trader Joe's parking lot (interview)
'Rick and Morty' creators on their inspirations as season 9 tackles the multiverse, evolution, and a kung-fu fight in a Trader Joe's parking lot (interview) "Rick and Morty" season 9 has already been eliciting riotous laughter since it arrived last week for a fresh and frantic 10-episode leap into more ‘multiverse galactic s**t.’ It’s one of the show's best and brightest seasons yet, with a cavalcade of interdimensional wackiness to enjoy. We hooked up with "Rick and Morty" co-creator, Dan...
Popular country music star Gavin Adcock releases adrenaline-fueled new song 'Cheap Thrills'
Title: Country Music Star Gavin Adcock Releases New Song 'Cheap Thrills' Country music star Gavin Adcock has released a new song called "Cheap Thrills" featuring Hudson Westbrook. The song is an adrenaline-fueled track that is perfect for summer parties and is sure to get fans excited. Adcock is known for his energetic performances and is one of the fastest-rising acts in the country music world. The song is a great addition to his already impressive discography and is sure to be a hit with fans.
Building user-driven climate adaptation products
Abstract Climate adaptation products have traditionally been developed using a supply-driven model reliant on available climate information, leading to usability gaps1,2,3,4. To better meet user needs, the climate services field has recognized a need to shift towards a demand-driven model emphasizing co-production, that is, user-driven, scientifically informed products created through shared knowledge practices1,2,3,4,5. However, co-production can be challenging, especially for researchers...
Passan's latest trade intel on all 30 MLB teams: B...
Major League Baseball's trade season is fast approaching, and the sport's cramped standings are providing little clarity on who's likeliest to end up where. There are too many contenders -- and too many teams whose dreams of contention remain -- to figure out how this deadline is likely to operate. At this time last year, remember, the Milwaukee Brewers, who wound up winning a major league-best 97 games, were barely above .500.