Max Cut
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Suboptimality bounds for trace-bounded SDPs enable a faster and scalable low-rank SDP solver SDPLR+
arXiv:2406.10407v3 Announce Type: replace-cross Abstract: Semidefinite programs (SDPs) and their solvers are powerful tools with many applications in machine learning and data science. Designing scalable SDP solvers is challenging because by standard the positive semidefinite decision variable is an $n \times n$ dense matrix, even though the input is often an $n \times n$ sparse matrix. However, the solution may not require a full-rank matrix, as shown by Barvinok and Pataki.
Beyond Gradient Descent: Adam for Analog Ising Machines
Announce Type: new Abstract: As Moore's law reaches its limits, Ising machines offer a promising alternative computing approach for difficult optimization problems. However, many analog, time-continuous Ising machines rely on gradient-descent-like dynamics to find solutions, which can limit speed and robustness.
Beyond Gradient Descent: Adam for Analog Ising Machines
Announce Type: cross Abstract: As Moore's law reaches its limits, Ising machines offer a promising alternative computing approach for difficult optimization problems. However, many analog, time-continuous Ising machines rely on gradient-descent-like dynamics to find solutions, which can limit speed and robustness.
Google explains how it will infuse ads into AI answers
Google is integrating new forms of AI-powered advertising into its search engine's AI-generated answers. These new ad types include "Conversational Discovery ads," which tailor ads to specific search queries, and "Highlighted Answers," which appear within AI Mode recommendations. This development allows Google to serve more profit-generating content alongside its enhanced AI search features.
A Min-Max Relation on Dicuts and Dijoins in Weighted Chordal Digraphs
arXiv:2501.10918v2 Announce Type: replace-cross Abstract: In a digraph, a dicut is a cut where all the arcs cross in one direction. A dijoin is a subset of arcs that intersects every dicut. Edmonds and Giles conjectured that in a weighted digraph, the minimum weight of a dicut is equal to the maximum size of a packing of dijoins.
Show HN: Solving complex optimization problems with Google OR-Tools in browser
Solve complex optimization models from TypeScript with Google OR-Tools running as multithreaded WebAssembly. Used in PragmaPlanner Run the local test site: npm install npm run dev Install from npm: npm install or-tools-wasm Import the solver API you need from its subpath: import { CpSat } from 'or-tools-wasm/cp-sat'; Public solver APIs live under solver-scoped subpaths: import { CpModel, CpSolver } from 'or-tools-wasm/cp-sat'; import { RoutingIndexManager, RoutingModel } from...
Race against smoke & time: Inside the rescue op at Delhi hotel inferno that killed 21
A large-scale rescue operation involving the Delhi Fire Services (DFS), Delhi Disaster Management Authority (DDMA), police and ambulance services was launched on Wednesday after a massive fire broke out at Flourish Stay B&B in Delhi's Malviya Nagar, killing at least 21 people and injuring several others. The Delhi Fire Service received a call about the fire at around 8.50 am and rushed multiple fire tenders to the spot. Abhilash Kumar Malik, chief fire officer (South Zone) stated, "We...
Antonelli wins fifth straight F1 race in Monaco
Kimi Antonelli drove into the history books by becoming the youngest winner of the Monaco Grand Prix on Sunday. Antonelli, 19 years and 9 months, delivered an emphatic performance -- after the 72nd edition of the prestigious race was suspended on the 68th lap for track repairs -- to usurp Lewis Hamilton's 16-year record. Hamilton, who finished runner-up to Antonelli here, was 23 when he took his first of three triumphs in the principality in 2008.
Nothing is impossible, says Hamilton of Monaco chances
Nothing is impossible, says Hamilton of Monaco chances MONACO, June 6 : Lewis Hamilton believes he can still top the podium for the first time for Ferrari despite missing out on the front row of the grid for Sunday's Monaco Grand Prix. The Briton and Monegasque team mate Charles Leclerc dominated Friday's practice sessions with Ferrari tipped to break Mercedes' vice-like grip of the season.
Teen Russell, with Tiger's son on bag, makes Open
Miles Russell was among two 17-year-olds who earned a spot in the U.S. Open on Monday. Still to be determined was whether Russell brings his caddie from the 36-hole qualifier -- the son of three-time champion Tiger Woods -- to Shinnecock Hills next week. Russell, the No. 10 amateur in the world, survived a bogey on the first playoff hole and grabbed the fourth and final spot from the Florida qualifier.