How Our Disentangled Learning Framework Tackles Lifelong Learning Challenges

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Batch Training vs. Online Learning

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

One-Shot Generalization and Open-Set Classification

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Why Equivariance Outperforms Invariant Learning in Continual Learning Tasks

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

HMD’s Barbie flip phone goes extremely hard

Hi, Barbie! | Image: HMD HMD’s Barbie-branded flip phone arrives a little too late to catch the Hot Foldable Summer wave, but it’s definitely not short on charm. Preannounced at Mobile World Congress earlier this year, the HMD Barbie Phone is now official and goes on sale for $129 in October. The Barbie phone is … Read more

Continual learning and Benchmarking continual learning

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

How Effective Are Standard Regularization and Replay Methods for Class-Incremental Learning?

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Assessing Generalization and Open-Set Classification in Continual Learning Experiments

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

How Disentangled Learning Tackles Catastrophic Forgetting

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Unlocking New Potential in Continual Learning with the Infinite dSprites Framework

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Two Problems With the Current Approach to Class-Incremental Continual Learning

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Disentangled Continual Learning: Separating Memory Edits from Model Updates

:::info Authors: (1) Sebastian Dziadzio, University of Tübingen (sebastian.dziadzio@uni-tuebingen.de); (2) Çagatay Yıldız, University of Tübingen; (3) Gido M. van de Ven, KU Leuven; (4) Tomasz Trzcinski, IDEAS NCBR, Warsaw University of Technology, Tooploox; (5) Tinne Tuytelaars, KU Leuven; (6) Matthias Bethge, University of Tübingen. ::: Table of Links Abstract and 1. Introduction 2. Two problems … Read more

Index website contents using the Amazon Q Web Crawler connector for Amazon Q Business

Amazon Q Business is a fully managed service that lets you build interactive chat applications using your enterprise data. These applications can generate answers based on your data or a large language model (LLM) knowledge. Your data is not used for training purposes, and the answers provided by Amazon Q Business are based solely on … Read more

One busted valve led to the failure of Astrobotic’s $108M Peregrine lunar lander mission

Astrobotic’s Peregrine lunar lander failed to reach the moon because of a problem with a single valve in the propulsion system, according to a report on the mission released Tuesday. Company leadership said in a press conference that engineers have redesigned the valve and introduced additional redundancy into the propulsion system of its next lander, … Read more

The maker of the Palma has a new cheaper e-reader

Image: Boox Boox, the company behind the pocket-friendly Palma e-reader, has revealed its cheapest device yet. At just $149.99, the Boox 6 Go features a six-inch 300ppi E ink display and a wider-than-the-Palma form factor for reading while on the go. The device uses an upgraded Carta 1300 E ink display that’s supposed to offer … Read more

Getting started with cross-region inference in Amazon Bedrock

With the advent of generative AI solutions, a paradigm shift is underway across industries, driven by organizations embracing foundation models to unlock unprecedented opportunities. Amazon Bedrock has emerged as the preferred choice for numerous customers seeking to innovate and launch generative AI applications, leading to an exponential surge in demand for model inference capabilities. Bedrock … Read more

What is SaaS? The Ultimate Guide to Software

Software as a Service (SaaS) is the epitome of how businesses and people access software applications. This guide reviews the concept of SaaS, how it works in practice as well as its pros and cons when compared to traditional software delivery methods like IaaS or PaaS. We will discuss SaaS and how it is changing … Read more