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My single-author paper on an enhanced adaptive large neighborhood search algorithm for the multiple allocation p-hub location problem in video-on-demand services has recently been published in @ifors_itor doi.org/10.1111/itor.70217 #ITOR #IFORS #OperationsResearch #ResearchPaper
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Can today's LLMs design efficient optimization algorithms, rather than just write a formulation and call a solver? In practice, this question remains largely underexplored. ๐Ÿš€ We built ๐—™๐—ฟ๐—ผ๐—ป๐˜๐—ถ๐—ฒ๐—ฟ๐—ข๐—ฅ to find out: the first literature-grounded benchmark targeting LLM-generated algorithm efficiency on large-scale optimization problems. ๐Ÿงฉ What's inside โ€ข 180 problems drawn from top-tier OR venues โ€ข Large-scale instances on which Gurobi fails to reach optimality within an hour โ€ข Rigorous evaluation suite per task, verified by OR experts through multi-round review ๐Ÿ” What we found โ€ข The strongest model outperforms Gurobi in computational efficiency on only 31% of instances โ€ข Test-time self-evolution helps, yet beats Gurobi on at most ~50% of the hardest tasks โ€ข Strategy diverges: weak models call a monolithic solver; strong ones go for decomposition and heuristics, where the real gains (and failures) live ๐Ÿ’ก Takeaway For real-world OR, a real gap still remains between "LLMs as coding assistants" and "LLMs as algorithm designers." FrontierOR gives the community a rigorous way to measure it. ๐Ÿ”ฅTry it and see where your models land! ๐Ÿ“„ Paper: arxiv.org/html/2605.25246v1 ๐Ÿค— Data: huggingface.co/datasets/Smarโ€ฆ ๐Ÿ’ป GitHub: github.com/Minw913/FrontierOโ€ฆ ๐ŸŒ Website: frontieror.vercel.app #LLM #OperationsResearch #Optimization #AIagents #Benchmark
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Ricardo Vรกzquez retweeted
'LOGISTICAL NIGHTMARE' Sen. Panfilo Lacson questioned the logistics behind the P805-billion flood control kickback allegations by 18 alleged former Marines. The ex-Marines, who claimed they delivered flood control "kickbacks" to several politicians, appeared at a Senate inquiry led by the Cayetano bloc on Thursday, amid allegations that each received P5 million in exchange for their testimony. READ RELATED STORY: inqnews.net/DefensorOnExMariโ€ฆ
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Thank you to the panelists who participated in the Junior/Senior Analyst Panels, sharing candid insights on career development, leadership, mentorship, professional growth, and the evolving role of analytics in national security. #MORSSymposium #OperationsResearch
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Worth sharing : oximo is PuLP/JuMP but for Rust. ๐Ÿฆ€ Algebraic modeling for LP, MILP, QP, NLP, and MINLP with a clean builder API. HiGHS bundled, Gurobi/GAMS/BARON supported. Operations research, supply chain, scheduling, finance : this opens Rust up to a whole new class of problems. ๐Ÿ”— github.com/oximo-rs/oximo #Rustb #RustLang #Optimization #OperationsResearch #OpenSource #Math
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Weโ€™re glad to be a sponsor of CPAIOR 2026 in Morocco this week. Best wishes for a successful conference! Program details: sites.google.com/view/cpaiorโ€ฆ #ConstraintProgramming #ArtificialIntelligence #OperationsResearch
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Discover INFORMS ๐Ÿ”— hubs.ly/Q04gQyXx0 Smarter Decisions for a Better World Supporting professionals who advance and apply science, AI, math, technology, and analytics to transform our world. #analytics #datascience #ML #AI #operationsresearch #optimization #simulation
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๐Ÿ‡ฉ๐Ÿ‡ฐ PhD Stipend in Artificial Intelligence for Autonomous Systems | Aalborg University ๐Ÿ“ Aalborg, Denmark ๐Ÿ“… Deadline: June 14, 2026 ๐Ÿ‘จโ€๐Ÿซ Supervisor: Sรธren Byg Vilsen ๐Ÿ”— Explore the opportunity: phdscanner.com/opportunitiesโ€ฆ The Department of Materials and Production at Aalborg University is offering one or more fully funded PhD stipends in Artificial Intelligence for Autonomous Systems within the doctoral programme Materials Science, Mechanical and Manufacturing Engineering. ๐Ÿ”ฌ PhD Research Project The position is part of the Artificial Intelligence for Operations Research (AI4OR) research group, focusing on AI-driven decision-making in autonomous cyber-physical systems. The research explores how machine learning, mathematical optimisation, and decision theory can be combined to design reliable, explainable, and adaptive autonomous systems operating in uncertain environments. PhD candidates will work on algorithm development, data-driven optimisation, and intelligent decision-support systems, collaborating with leading Danish and European industry partners. ๐ŸŽ“ Candidate Profile โœ” Masterโ€™s degree in Operations Research, Computer Science, Mathematics, or related field โœ” Strong background in AI, optimisation, or mathematical modelling โœ” Programming skills in Python, R, or similar languages โœ” Interest in autonomous systems and intelligent decision-making ๐Ÿ’ผ Whatโ€™s Offered โ€ข 3-year fully funded PhD position โ€ข Collaboration with industry and international research partners โ€ข Access to state-of-the-art research facilities โ€ข Opportunity to publish in top AI and operations research venues ๐ŸŒ Why Apply? โ€ข Work on next-generation autonomous and intelligent systems โ€ข Gain expertise in AI, optimisation, and decision science โ€ข Join a strong international research environment at Aalborg University #PhD #Denmark #ArtificialIntelligence #AutonomousSystems #MachineLearning #OperationsResearch #FullyFundedPhD #StudyAbroad
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From a BSc Mathematics student in Lagos ๐Ÿ‡ณ๐Ÿ‡ฌ I just built a free Scope 3 emissions optimizer for supply chain procurement decisions. โ†’ Multi-objective Pareto optimization โ†’ 1,000 Monte Carlo demand simulations โ†’ EU ETS carbon price sensitivity โ†’ GHG Protocol Category 1 aligned Try it live (no install): omotayolucas.github.io/scopeโ€ฆ #SupplyChain #Scope3 #Sustainability #OperationsResearch #Nigeria
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Fantastic to be at @gurobi Days Melbourne - incredible to see the huge growth in the mathematical optimisation community over the past few years. #optimization #math #linearprogramming #mixedintegerprogramming #analytics #datascience #operationsresearch #OR
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Excited to be participating in the Modern Day Marine 2026 Artificial Intelligence Forum Hackathon at the Walter E. Washington Convention Center in Washington, D.C. This event brings together Marines, civilians, industry, and academic partners to tackle real-world logistics and sustainment challenges using AI and data-driven solutions. From predictive maintenance to supply chain optimization and installation incident response, the focus is on developing practical, scalable capabilities that directly impact readiness and operational effectiveness. Over the next few days, teams will collaborate to prototype solutions that support decision advantage across the force and push forward innovation in contested logistics environments. Looking forward to engaging, building, and collaborating with others who are passionate about applying AI to mission-critical problems. #ModernDayMarine #AI #Hackathon #LOGCOM #CDAO #DataAnalytics #OperationsResearch #MilitaryInnovation #DoD #ArtificialIntelligence
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The Vice Chancellor @makerere @ProfNawangwe received the ORSEA Plaque from Assoc. Prof. Susan Watundu, Chair of the ORSEA Uganda Chapter, followed by insightful discussions on advancing capacity building in Operations Research. A truly great honor and a step forward for research and collaboration. @ProfMuhwezi @rachelmindra #ORSEA #OperationsResearch #ResearchExcellence #CapacityBuilding #HigherEducation
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The Education and Professional Development Colloquium (EPD) is officially underway at the United States Naval Academy! #ProfessionalDevelopment #OperationsResearch #DataAnalytics
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๐ŸŽฏ Can a DEA efficiency measure be truly "well-defined"? We introduce GRAM โ€” satisfying 6 properties at once, with a dual interpretation as shadow profit maximization. ๐Ÿ“„ EJOR 2022 w/ J.F. Monge ๐Ÿ‘‰ doi.org/10.1016/j.ejor.2022.โ€ฆ #DEA #Efficiency #OperationsResearch

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Day 15 : Optimization Practice โœ” Revisited linear programming basics โœ” Practiced defining constraints clearly ๐Ÿ’ก Insight: A good model starts with clearly defined constraints, not complex equations. โžก๏ธ Next: Improve optimization logic #Optimization #OperationsResearch
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I was warmly received at the @uonbi by the Dean. As President of Operations Research for East Africa, I chaired the Executive Committee meeting, bringing together representatives from the University of Nairobi, @UdsmOfficial and @OfficialMubs The Committee resolved to extend membership to the Institute of Finance Management and the @UNZA_ZM further strengthening regional collaboration. We held productive and forward-looking deliberations on advancing Operations Research across East Africa. #OperationsResearch #RegionalCollaboration #HigherEducation #EastAfrica
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Day 11 : Model Results โœ” Ran basic optimization model โœ” Observed cost vs inventory balance ๐Ÿ’ก Insight: Small changes in constraints can significantly affect outcomes. โžก๏ธ Next: Improve model assumptions #OperationsResearch #ML
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Day 8: Optimization โœ” Started learning linear programming โœ” Understood objective function & constraints ๐Ÿ’ก Insight: Real-world problems are not about โ€œbest modelโ€ but โ€œbest decision under constraints. โžก๏ธ Next: Build simple cost minimization example #ML #OperationsResearch
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๐Ÿง  Every great decision starts with the right framework. This book maps them all. ๐Ÿ“– ๐™„๐™ฃ๐™ฃ๐™ค๐™ซ๐™–๐™ฉ๐™ž๐™ซ๐™š ๐˜ผ๐™ฅ๐™ฅ๐™ง๐™ค๐™–๐™˜๐™๐™š๐™จ ๐™ฉ๐™ค ๐˜ฟ๐™š๐™˜๐™ž๐™จ๐™ž๐™ค๐™ฃ ๐™ˆ๐™–๐™ ๐™ž๐™ฃ๐™œ: ๐˜ฝ๐™ง๐™ž๐™™๐™œ๐™ž๐™ฃ๐™œ ๐™„๐™ ๐™–๐™ฃ๐™™ ๐˜ฟ๐™š๐™˜๐™ž๐™จ๐™ž๐™ค๐™ฃ ๐™Ž๐™˜๐™ž๐™š๐™ฃ๐™˜๐™š, edited by ๐˜๐จ๐ง๐  ๐’๐ก๐ข & ๐†๐š๐ง๐  ๐Š๐จ๐ฎ โ€” the essential compendium of cutting-edge decision intelligence research from the International Journal of IT and Decision Making. ๐Ÿ’ก What's inside? ๐Ÿ“AHP, TOPSIS & multi-criteria methods โ€” decades of evolution in one volume ๐ŸŒซ๏ธHesitant fuzzy, linguistic intuitionistic & probabilistic linguistic MCDM methods ๐Ÿค– ML-powered decision tools: feature selection, recommender systems & HCI for robotics โšกBio-inspired optimization for IoT routing, price forecasting & beyond ๐ŸฅReal applications in healthcare, business strategy, public policy & COVID-19 response ๐Ÿ”ฅ 30% OFF with code WSTWTR30 ๐Ÿ‘‰ worldscientific.com/worldsciโ€ฆ ๐Ÿ’ฌ Join the conversation: @INFORMS @DSI_org @AAAIConf @TheOfficialACM @KDnuggets @IoTAnalytics @MIT_IDE @FuzzyIEEE @ORSociety @HealthcareAI @Analyticsweek @BernardMarr #DecisionScience #MCDM #FuzzyLogic #AHP #TOPSIS #OperationsResearch #MachineLearning #AI #IoT #HealthcareAI #Optimization #DataDrivenDecisions #BusinessStrategy #InformationTechnology
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