Networking Systems for Video Anomaly Detection: A Tutorial and Survey

Networking Systems for Video Anomaly Detection: A Tutorial and Survey

arXiv:2405.10347v1 Announce Type: new Abstract: The increasing prevalence of surveillance cameras in smart cities, coupled with the surge of online video applications, has heightened concerns regarding public security and privacy protection, which propelled automated Video Anomaly Detection (VAD) into a fundamental research task within the Artificial Intelligence (AI) community. With the advancements in deep learning and edge computing, VAD has made significant progress and advances synergized with emerging applications in smart cities and video internet, which has moved beyond the conventional research scope of algorithm engineering to deployable Networking Systems for VAD (NSVAD), a practical hotspot for intersection exploration in…
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Microsoft Surface and Copilot Event: Everything announced including new Surface laptops, Copilot+ PC and more

Microsoft Surface and Copilot Event: Everything announced including new Surface laptops, Copilot+ PC and more

Microsoft just couldn't wait until its Build developer conference properly starts tomorrow to drop some knowledge bombs. The company held a pre-Build event on Monday that wasn't livestreamed for the public, but it made some major announcements on the AI and Surface fronts.Its vision for so-called AI PCs is taking shape with Copilot+ PCs, which are designed to run many generative AI processes locally instead of in the cloud. Along with its own Surface systems that will adopt this format, several other manufacturers are making Copilot+ PCs too. Microsoft also detailed some of the upcoming AI features for Windows 11.Copilot+…
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How Good Are the Latest Open LLMs? And Is DPO Better Than PPO?

How Good Are the Latest Open LLMs? And Is DPO Better Than PPO?

April 2024, what a month! My birthday, a new book release, spring is finally here, and four major open LLM releases: Mixtral, Meta AI's Llama 3, Microsoft's Phi-3, and Apple's OpenELM.This article reviews and discusses all four major transformer-based LLM model releases that have been happening in the last few weeks, followed by new research on reinforcement learning with human feedback methods for instruction finetuning using PPO and DPO algorithms.1. How Good are Mixtral, Llama 3, and Phi-3?2. OpenELM: An Efficient Language Model Family with Open-source Training and Inference Framework3. Is DPO Superior to PPO for LLM Alignment? A Comprehensive…
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Dell Technologies building AI Factory with Nvidia, growing AI efforts with Hugging Face, Meta and Microsoft

Dell Technologies building AI Factory with Nvidia, growing AI efforts with Hugging Face, Meta and Microsoft

Join us in returning to NYC on June 5th to collaborate with executive leaders in exploring comprehensive methods for auditing AI models regarding bias, performance, and ethical compliance across diverse organizations. Find out how you can attend here. Dell Technologies is growing its generative AI capabilities with a series of new capabilities announced today at the annual Dell Technologies World conference. The Dell AI Factory is the company’s new strategy for technologies and services designed to help make AI adoption simpler, more secure and more economical for enterprises. The offering includes a significant expansion of capabilities with Nvidia, going beyond…
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Large language models can’t effectively recognize users’ motivation, but can support behavior change for those ready to act

Large language models can’t effectively recognize users’ motivation, but can support behavior change for those ready to act

Large language model-based chatbots have the potential to promote healthy changes in behavior. But researchers from the ACTION Lab at the University of Illinois Urbana-Champaign have found that the artificial intelligence tools don't effectively recognize certain motivational states of users and therefore don't provide them with appropriate information. Michelle Bak, a doctoral student in information sciences, and information sciences professor Jessie Chin reported their research in the Journal of the American Medical Informatics Association. Large language model-based chatbots -- also known as generative conversational agents -- have been used increasingly in healthcare for patient education, assessment and management. Bak and…
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AmazUtah_NLP at SemEval-2024 Task 9: A MultiChoice Question Answering System for Commonsense Defying Reasoning

AmazUtah_NLP at SemEval-2024 Task 9: A MultiChoice Question Answering System for Commonsense Defying Reasoning

arXiv:2405.10385v1 Announce Type: new Abstract: The SemEval 2024 BRAINTEASER task represents a pioneering venture in Natural Language Processing (NLP) by focusing on lateral thinking, a dimension of cognitive reasoning that is often overlooked in traditional linguistic analyses. This challenge comprises of Sentence Puzzle and Word Puzzle subtasks and aims to test language models' capacity for divergent thinking. In this paper, we present our approach to the BRAINTEASER task. We employ a holistic strategy by leveraging cutting-edge pre-trained models in multiple choice architecture, and diversify the training data with Sentence and Word Puzzle datasets. To gain further improvement, we fine-tuned the…
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Major Deephaven Interactive Broker Updates | Deephaven

Major Deephaven Interactive Broker Updates | Deephaven

Deephaven recently introduced major updates to deephaven-ib, our Python package that allows users to interact with Interactive Brokers (IB) using Deephaven. This update includes a new build and deployment process, bug fixes, and updates to the Java, Deephaven, and Interactive Brokers versions used by deephaven-ib.Deephaven-IB now uses the latest versions of Java, Deephaven, and Interactive Brokers, and can be run without Docker.Updated examples that demonstrate what deephaven-ib can do.deephaven-ib now uses the latest versions of Java, Deephaven, and Interactive Brokers:Java has been updated from version 11 to 17.Interactive Brokers has been updated from version 10.19.01 to 10.19.04.Deephaven has been updated…
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OpenAI’s Long-Term AI Risk Team Has Disbanded

OpenAI’s Long-Term AI Risk Team Has Disbanded

In July last year, OpenAI announced the formation of a new research team that would prepare for the advent of supersmart artificial intelligence capable of outwitting and overpowering its creators. Ilya Sutskever, OpenAI’s chief scientist and one of the company’s cofounders, was named as the colead of this new team. OpenAI said the team would receive 20 percent of its computing power.Now OpenAI’s “superalignment team” is no more, the company confirms. That comes after the departures of several researchers involved, Tuesday’s news that Sutskever was leaving the company, and the resignation of the team’s other colead. The group’s work will…
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Discovering the future of AI – Introducing AI Parabellum (an AI tools directory) – AI News

Discovering the future of AI – Introducing AI Parabellum (an AI tools directory) – AI News

As artificial intelligence continues to progress at an unprecedented rate, developing new and innovative AI tools has become crucial for shaping the future of the industry. However, keeping up with all the latest advancements can often feel overwhelming, with new tools emerging every day across diverse domains and applications. This is where AI Parabellum steps in as a one-stop destination to uncover the most cutting-edge AI tools from around the world. As the premier AI tools directory, AI Parabellum aims to bring all innovators and enthusiasts together on a single platform. By spotlighting the top AI tools curated from the…
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