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Association for Computing MachineryAssociation for Computing Machinery skip to main content Digital Library CACM Queue TechNews Career Center Advancing Computing as a Science & Profession Join Volunteer myACM Search Input Search Submit Join Volunteer myACM Search About ACM About Home About ACM ACM's Mission, Vision, Core Values and Goals Governance ACM Council Boards and Committees Past Presidents ACM Constitution Bylaws Annual Reports History Code of Ethics Code of Ethics Enforcement Procedures Stop Harassment Report Unacceptable Behavior Policy on Complaint Process Disclosure ACM Statements ACM in the News ACM Updates Media Center Contact Us About ACM ACM, the world's largest educational and scientific computing society, delivers resources that advance computing as a science and a profession. ACM provides the computing field's premier Digital Library and serves its members and the computing profession with leading-edge publications, conferences, and career resources. [Learn More about ACM...] ACM Regional Councils ACM: Formed at the Dawn of Computing Membership Membership Home About Membership Membership Options Membership Benefits Ambassadors for ACM People of ACM Members in the News Join Renew Subscribe Manage your Account / myACM Distinguished Speakers Contact Us ACM Membership ACM offers the resources, access and tools to invent the future. No one has a larger global network of professional peers. No one has more exclusive content. No one presents more forward-looking events. Or confers more prestigious awards. 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More on ACM Awards Geoffrey Hinton Awarded the 2024 Nobel Prize in Physics ACM Announces Luiz André Barroso Award ACM Names 2023 Fellows Education Education Home About Education Curricula Recommendations Affiliated Organizations ACM Learning Center Resources for Educators Resources for Graduating Students Education Board and Advisory Committee Reports and Studies Contact Us Education ACM’s educational activities, conducted primarily through our Education Board and Advisory Committee, range from the K-12 space (CSTA) and two-year programs to undergraduate, graduate, and doctoral-level education, and professional development for computing practitioners at every stage of their career... 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Association for Computing Machinery Advancing Computing as a Science & Profession We see a world where computing helps solve tomorrow’s problems. Learn More ACM Digital Library Research, Discovery and Networking The full-text collection of all ACM publications and a comprehensive bibliographic database covering computing. Search the DL Communications of the ACM The Most Trusted Source The leading online and print publication for the computing and information technology fields. Browse CACM Awards & Recognition ACM Names 2024 Fellows ACM has named 55 members ACM Fellows for significant contributions in areas including computer graphics, cybersecurity, human-computer interaction, data management, machine learning, artificial intelligence, algorithms, visualization, and many more. The ACM Fellows program recognizes the top 1% of ACM Members for their outstanding accomplishments in computing and information technology and/or outstanding service to ACM and the larger computing community. Submit your work ACM's Publications Program Upcoming conferences Submissions deadlines  Find your technical community Find a SIG Chapter near you Join ACM! Renew Your Membership ACM Members - In Their Own Words People of ACM Interviews highlighting the accomplishments and attributes of ACM members. Read the Interviews What's Happening in and Around ACM ACM Updates The latest goings-on in the world of ACM you want to know about. See What's New Newsmakers ACM Members in the News Members whose achievements have made the headlines. Read the Latest Focused Lectures On Demand ACM TechTalks Talks by industry experts, ACM award laureates, and visionary researchers. Watch the TechTalks In-Depth Interviews ACM ByteCast ACM's podcast series at the intersection of computing research and practice. Listen to the ByteCasts Nominations  Award Recipients Curricula Recommendations ACM Learning Center Words Matter Awareness Months Recent Policy Products ACM TechBriefs CACM Relaunched as Open Access, Web-First Publication ACM has relaunched Communications of the ACM (CACM) as a web-first publication, accessible to all without charge—including the entire backlog of CACM articles. First published in 1958, CACM is one of the most respected information technology magazines. The web-first model will allow ACM to publish articles more rapidly than before so that readers can keep abreast of the lightning-fast changes in the computing field. At the same time, researchers will be able to reference and cite valuable information and research from CACM articles more quickly. This marks another important milestone in ACM's ongoing transition to a fully open access publisher. Meta’s Hyperscale Infrastructure: Overview and Insights Hyperscalers such as Alibaba, Amazon, ByteDance, Google, Meta, Microsoft, and Tencent have developed planetary-scale infrastructure to deliver cloud, Web, or mobile services to their global users. Historically, many widely used technologies have originated from advanced environments, including mainframes in the 1960s and hyperscale infrastructure in the past two decades. In this article from the February issue of Communications of the ACM, Chunqiang Tang provides a high-level overview of Meta’s hyperscale infrastructure, focusing on key insights from its development, particularly in systems software. For Practitioners Program Merge: What's Deep Learning Got to Do with It? If you regularly work with open-source code or produce software for a large organization, you're already familiar with many of the challenges posed by collaborative programming at scale. And the scale of the problem has gotten much worse. This is what led a group of researchers at MSR (Microsoft Research) to take on the task of complicated merges as a grand program-repair challenge—one they believed might be addressed at least in part by machine learning. To understand the thinking that led to this effort and then follow where that led, Erik Meijer and Terry Coatta spoke with three of the leading figures in the MSR research effort, called DeepMerge For Practitioners Deterministic Record-and-Replay ACM Queue’s "Research for Practice" serves up expert-curated guides to the best of computing research, and relates these breakthroughs to the challenges that software engineers face every day. In this installment, Research for Practice covers the topic of deterministic record-and-replay. Deterministic record-and-replay technologies enable a faithful re-execution of a program that ran in the past. But accomplishing this requires that any nondeterministic inputs to the program be logged during execution. The selection of techniques presented here is curated by Andrew Quinn, Assistant Professor of Computer Science and Engineering at UC Santa Cruz. Get Involved Become an Ambassador for ACM Encourage your colleagues to join ACM, share the benefits of ACM and receive free gifts for participating. Your support of ACM is critical to our continuing efforts to advance computing as a science and a profession.  ACM Code of Ethics The ACM Code of Ethics and Professional Conduct was updated in 2018 to address the significant advances in computing technology since the 1992 version, as well as the growing pervasiveness of computing in all aspects of society. Career Resource Lifelong Learning ACM offers lifelong learning resources including online books and courses from Skillsoft, TechTalks on the hottest topics in computing and IT, and more. Send Email as Your "@acm.org" Address ACM is excited to announce a new enhancement of to the widely used ACM email forwarding service. Through a partnership with MailRoute, SMTP Auth Relay is now available for member use. To start sending fully authenticated email as your @acm.org address, simply log in at https://myacm.acm.org and click the "SMTP Auth Relay" link. On March 3, 2022, ACM’s Executive Committee decided not to hold any conferences in Russia while the conflict in the Ukraine and the humanitarian crisis in Europe continue. This decision applies to ACM sponsored conferences and workshops as well as in-cooperation events. 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