AMCEN: An Attention Masking-based Contrastive Event Network for Two-stage Temporal Knowledge Graph Reasoning

AMCEN: An Attention Masking-based Contrastive Event Network for Two-stage Temporal Knowledge Graph Reasoning

arXiv:2405.10346v1 Announce Type: new Abstract: Temporal knowledge graphs (TKGs) can effectively model the ever-evolving nature of real-world knowledge, and their completeness and enhancement can be achieved by reasoning new events from existing ones. However, reasoning accuracy is adversely impacted due to an imbalance between new and recurring events in the datasets. To achieve more accurate TKG reasoning, we propose an attention masking-based contrastive event network (AMCEN) with local-global temporal patterns for the two-stage prediction of future events. In the network, historical and non-historical attention mask vectors are designed to control the attention bias towards historical and non-historical entities, acting as…
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Building an AI Coach to Help Tame My Monkey Mind

Building an AI Coach to Help Tame My Monkey Mind

I suffer from monkey mind, chronic imposter syndrome, and the hedonic treadmill. A few friends have confided that they have the same issue too. Perhaps you can relate as well. To improve my mental well-being, I meditate, write morning pages, and keep a gratitude journal. However, as helpful as these techniques are, they primarily rely on introspection. What was missing was an external perspective—someone who could ask follow-up questions, challenge my assumptions, and help untangle my thoughts and emotions. Enter ChatGPT. Over the past year, I’ve been using it as my therapist and coach. It’s been surprisingly helpful and meets…
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Messaging your AI pricing model

Messaging your AI pricing model

This article is based on Ismail Madni’s brilliant talk at the Product Marketing Summit in Austin, hosted by our sister community, Product Marketing Alliance. More and more AI capabilities are being added to product roadmaps every single day. Even companies that aren’t using true AI are still incorporating increasingly advanced capabilities into their product. This gives us all a golden opportunity to rethink how we price our offerings and the story behind that pricing – and that’s what I’m excited to talk to you about today.A brief history of software pricing modelsLet's start by taking a quick look at the history…
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Accelerate AI development with MongoDB AWS integration – SiliconANGLE

Accelerate AI development with MongoDB AWS integration – SiliconANGLE

Among several announcements made by MongoDB Inc. today was the news that Atlas Vector Search Integration with Knowledge Bases on Amazon Bedrock had moved into general availability. The move was designed to help accelerate development of generative artificial intelligence applications and build features using fully managed foundation models more easily. “It enables us to have developers use the tools for building the apps that they want to use, knowing full well that they don’t have to leave that console to come to our console to integrate MongoDB,” said Peder Ulander (pictured, left), chief marketing officer of MongoDB. “We’re part of…
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Dell AI Laptops Will Be Powered By Next-Gen Qualcomm Chips

Dell AI Laptops Will Be Powered By Next-Gen Qualcomm Chips

AI partnerships took top billing at Dell Technologies World 2024, held in Las Vegas from May 20 to May 23. Major news from the conference so far included: Five new AI-capable laptops. More integrations between NVIDIA and Dell’s AI Factory, Dell’s AI enablement program. New partnerships with Hugging Face, Meta and Microsoft. Dell reveals AI capabilities on XPS, Latitude and Inspiron Laptops New Dell PCs are getting in on the generative AI boom, with the Qualcomm Snapdragon X Series processor coming to five new models: XPS 13, coming later this year with preorders beginning May 20 in the U.S.. The…
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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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