Comparative Analysis of OOD Detection Methods Using Deep Learning on Benchmark Datasets

:::info Authors: (1) Tinghui Ouyang, National Institute of Informatics, Japan (thouyang@nii.ac.jp); (2) Isao Echizen, National Institute of Informatics, Japan (iechizen@nii.ac.jp); (3) Yoshiki Seo, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Japan (y.seo@aist.go.jp). ::: Table of Links Abstract and Introduction Description and Related Work of OOD Detection Methodology Experiments and Results … Read more

Advancing OOD Detection: A Deep Learning Approach

:::info Authors: (1) Tinghui Ouyang, National Institute of Informatics, Japan (thouyang@nii.ac.jp); (2) Isao Echizen, National Institute of Informatics, Japan (iechizen@nii.ac.jp); (3) Yoshiki Seo, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Japan (y.seo@aist.go.jp). ::: Table of Links Abstract and Introduction Description and Related Work of OOD Detection Methodology Experiments and Results … Read more

Rethinking OOD Detection: Combining Autoencoders with Cutting-Edge Techniques

:::info Authors: (1) Tinghui Ouyang, National Institute of Informatics, Japan (thouyang@nii.ac.jp); (2) Isao Echizen, National Institute of Informatics, Japan (iechizen@nii.ac.jp); (3) Yoshiki Seo, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Japan (y.seo@aist.go.jp). ::: Table of Links Abstract and Introduction Description and Related Work of OOD Detection Methodology Experiments and Results … Read more

Exploring Statistical Methods for OOD Detection: KD, MD, kNN, and LOF

:::info Authors: (1) Tinghui Ouyang, National Institute of Informatics, Japan (thouyang@nii.ac.jp); (2) Isao Echizen, National Institute of Informatics, Japan (iechizen@nii.ac.jp); (3) Yoshiki Seo, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Japan (y.seo@aist.go.jp). ::: Table of Links Abstract and Introduction Description and Related Work of OOD Detection Methodology Experiments and Results … Read more

Quality Assurance of a GPT-Based Sentiment Analysis System

:::info Authors: (1) Tinghui Ouyang, National Institute of Informatics, Japan (thouyang@nii.ac.jp); (2) Isao Echizen, National Institute of Informatics, Japan (iechizen@nii.ac.jp); (3) Yoshiki Seo, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Japan (y.seo@aist.go.jp). ::: Table of Links Abstract and Introduction Description and Related Work of OOD Detection Methodology Experiments and Results … Read more

How to Create Brand Names That Sell With ChatGPT

Can AI help us with creative tasks as well? Sure it can; if we know how to use it properly. AI tools are famous for automating repeatable, uncreative tasks, but their possibilities go way beyond. We already see AI writing essays, generating images, or even as of recently, videos. When, at work, we were brainstorming … Read more

Secretaries of state urge X to stop its Grok chatbot from spreading election misinformation

Grok — not to be confused with the homophonic AI startup Groq that this morning raised over $600 million — has been spreading false information about Vice President Kamala Harris on X, the social network formerly known as Twitter. That’s according to an open letter penned by five secretaries of state and addressed to Tesla, … Read more

How to Master Type Coercion in JavaScript

Mastering Type Coercion in JavaScript A Comprehensive Guide to Implicit and Explicit Conversions Type coercion in JavaScript refers to the conversion of one type to another, either explicitly or implicitly. JavaScript is known for being a loosely typed language (sometimes referred to as ‘weakly typed,’ though I prefer not to use that term 😊). This … Read more

The Impact of Polkadot 2.0 Parachains on Scalability and Decentralization

In a blockchain architecture, if the computational load on the native chain can be minimized and parallel chains can post their data in a compressed manner via consensus, in such a situation, it is possible to defeat the blockchain trilemma. The Polkadot ecosystem does that through parachains. What Are Parachains? Parachains are independent heterogeneous blockchains … Read more

‘You are a helpful mail assistant,’ and other Apple Intelligence instructions

Illustration: The Verge Apple’s latest developer betas launched last week with a handful of the generative AI features that were announced at WWDC and are headed to your iPhones, iPads, and Macs over the next several months. On Apple’s computers, however, you can actually read the instructions programmed into the model supporting some of those … Read more

Can BiasPainter Help Curb Bias in AI?

:::info Authors: (1) Wenxuan Wang, The Chinese University of Hong Kong, Hong Kong, China; (2) Haonan Bai, The Chinese University of Hong Kong, Hong Kong, China (3) Jen-tse Huang, The Chinese University of Hong Kong, Hong Kong, China; (4) Yuxuan Wan, The Chinese University of Hong Kong, Hong Kong, China; (5) Youliang Yuan, The Chinese … Read more

How Much Does It Cost to Start a Video Game Business?

Starting a video game business can vary widely in cost. It depends on several factors including the scale of the project, the technology used, and the team size. For an independent developer working on a small-scale project, initial costs could be relatively low. The cost will be primarily for software and minimal equipment. But expenses … Read more

Lucid pumps $1.5B from Saudi wealth fund after CEO warned relying on its ‘bottomless wealth’ was ‘dangerous’

Saudi Arabia is committing even more money to Lucid Motors as the EV startup struggles to erase its losses. Lucid announced Monday as part of its second-quarter earnings report that an affiliate of the Saudi sovereign wealth fund is committing another $1.5 billion, with half coming in the form of a private placement and the … Read more