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mila quebec artificial intelligence institute skip to main content top menu directory insights news careers français event mila ai policy conference the ai policy frontline driving evidence based solutions gathers leading researchers policymakers government officials and industry experts to address some of the most critical challenges and opportunities at the intersection of artificial intelligence and public policy today register now 2024 2025 impact report leading in a new era mila s latest impact report showcases the remarkable achievements of our community members over the past year discover the impact report learning trail responsible ai for professionals and leaders registration is now open for the first cohort of the trail program starting january 7 2026 learn more main menu en research column2 core expertise core academic members blog speed science contest publications open source software column1 strategic priorities ai and health responsible ai environment and energy ai4science language and image robotics prospective students column1 research master s and phd supervision requests professional master s and graduate diploma research internships postdoctoral fellowships column2 student life and resources lab representatives ombudsman trail responsible ai for researchers courses and schedule faq ai4humanity column1 applied projects ai against modern slavery ai alignment for inclusion ai recap antenna biasly data driven insights for sustainable agriculture first languages ai reality infrared saige column2 ai governance policy and inclusion ai4good lab ai insights for policymakers indigenous pathfinders in ai mila ai policy fellowship continuing education column1 ai advantage productivity in public service ai policy compass custom ai learning programs column2 summer school in responsible ai and human rights trail responsible ai for professionals and leaders industry column1 partnerships industrial partners mila community of practice column2 mila entrepreneurship lab applied research projects for industry impulse program by mila consulting services about column1 about mila leadership team board of directors contact column2 impact reports impact report 2024 25 impact report 2023 24 impact report 2022 23 impact report 2021 22 2021 22 summary of ai adoption activities impact report 2020 21 annual report 2019 20 annual report 2018 19 toggle mobile menu main menu en research column2 core expertise core academic members blog speed science contest publications open source software column1 strategic priorities ai and health responsible ai environment and energy ai4science language and image robotics prospective students column1 research master s and phd supervision requests professional master s and graduate diploma research internships postdoctoral fellowships column2 student life and resources lab representatives ombudsman trail responsible ai for researchers courses and schedule faq ai4humanity column1 applied projects ai against modern slavery ai alignment for inclusion ai recap antenna biasly data driven insights for sustainable agriculture first languages ai reality infrared saige column2 ai governance policy and inclusion ai4good lab ai insights for policymakers indigenous pathfinders in ai mila ai policy fellowship continuing education column1 ai advantage productivity in public service ai policy compass custom ai learning programs column2 summer school in responsible ai and human rights trail responsible ai for professionals and leaders industry column1 partnerships industrial partners mila community of practice column2 mila entrepreneurship lab applied research projects for industry impulse program by mila consulting services about column1 about mila leadership team board of directors contact column2 impact reports impact report 2024 25 impact report 2023 24 impact report 2022 23 impact report 2021 22 2021 22 summary of ai adoption activities impact report 2020 21 annual report 2019 20 annual report 2018 19 top menu directory insights news careers français what are you looking for popular keywords ai ai for humanity yoshua bengio we use cookies to analyze the browsing and usage of our website and to personalize your experience you can disable these technologies at any time but this may limit certain functionalities of the site read our privacy policy for more information set cookies refuse cookies accept cookies setting cookies you can enable and disable the types of cookies you wish to accept however certain choices you make could affect the services offered on our sites e g suggestions personalised ads etc essential cookies these cookies are necessary for the operation of the site and cannot be deactivated still active toggle analytics cookies do you accept the use of cookies to measure the audience of our sites toggle multimedia player do you accept the use of cookies to display and allow you to watch the video content hosted by our partners youtube etc toggle save home inspiring the development of artificial intelligence for the benefit of all located in the heart of quebec s ai ecosystem mila is a community of more than 1 400 researchers specializing in machine learning and dedicated to scientific excellence and innovation about featured 2024 2025 impact report leading in a new era mila s latest impact report showcases the remarkable achievements of our community members over the past year discover the impact report event mila ai policy conference the ai policy frontline driving evidence based solutions gathers leading researchers policymakers government officials and industry experts to address some of the most critical challenges and opportunities at the intersection of artificial intelligence and public policy today register now learning trail responsible ai for professionals and leaders registration is now open for the first cohort of the trail program starting january 7 2026 learn more news 11 dec 2025 diplomacy and ai a strategic workshop for ethical governance read the story 11 dec 2025 mila s summer school in responsible ai and human rights heads to mexico city in 2026 read the story 09 dec 2025 mila and udemy partner to empower the global workforce with responsible ai skills read the story see more news faculty founded in 1993 by professor yoshua bengio mila today brings together over 140 professors affiliated with université de montréal mcgill university polytechnique montréal and hec montréal mila also welcomes professors from université laval université de sherbrooke école de technologie supérieure éts and concordia university browse the online directory latest publications the role of large language models in iot security a systematic review of advances challenges and opportunities saeid jamshidi negar shahabi amin nikanjam kawser wazed nafi foutse khomh carol fung 2025 11 01 internet of things published doi org high il1r1 expression predicts poor survival and benefit from stem cell transplant in intermediate risk acute myeloid leukemia from the leucegene cohort guillaume richard carpentier francois béliveau sandrine lacoste banafsheh khakipoor véronique lisi michael vladovsky miriam marquis jean francois spinella patrick gendron sébastien lemieux vincent philippe lavallee guy sauvageau josée hébert 2025 10 23 biomarker research published doi org the intermodal railroad blocking and railcar fleet management planning problem julie kienzle serge bisaillon t crainic emma frejinger rail is a cost effective and relatively low emission mode for transporting intermodal containers over long distances this paper addresses t see more actical planning of intermodal railroad operations by introducing a new problem that simultaneously considers three consolidation processes and the management of a heterogeneous railcar fleet we model the problem with a scheduled service network design with resource management ssnd rm formulation expressed as an integer linear program while such formulations are challenging to solve at scale we demonstrate that our problem can be tackled with a general purpose solver when provided with high quality warm start solutions to this end we design a construction heuristic inspired by a relax and fix procedure we evaluate the methodology on realistic large scale instances from our industrial partner the canadian national railway company a north american class i railroad the computational experiments show that the proposed approach efficiently solves practically relevant instances and that solutions to the ssnd rm formulation yield substantially more accurate capacity estimations compared to those obtained from simpler baseline models managerial insights from our study highlight that ignoring railcar fleet management or container loading constraints can lead to a severe underestimation of required capacity which may result in costly operational inefficiencies furthermore our results show that the use of multi platform railcars improves overall capacity utilization and benefits the network even if they can locally lead to less efficient loading as measured by terminal level slot utilization performance indicators 2025 10 23 arxiv preprint arxiv org arxiv org a derandomization framework for structure discovery applications in neural networks and beyond nikos tsikouras yorgos pantis ioannis mitliagkas christos tzamos 2025 10 22 arxiv preprint arxiv org arxiv org see more publications ai for humanity socially responsible and beneficial development of ai is a fundamental component of mila s mission as a leader in the field we wish to contribute to social dialogue and the development of applications that will benefit society learn more 6666 st urbain 200 montreal quebec h2s 3h1 contact us facebook x youtube linkedin instagram bluesky footer study at mila work at mila partner with mila footer bottom hosting an event media resources privacy events at mila national security set cookies 6666 st urbain 200 montreal quebec h2s 3h1 contact us facebook x youtube linkedin instagram bluesky footer study at mila work at mila partner with mila footer bottom hosting an event media resources privacy events at mila national security set cookies website by lima charlie mila 2025 all rights reserved