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This paper presents the participation of Macquarie University and the Australian National University for Task B Phase B of the 2020 BioASQ Challenge (BioASQ8b). Our overall framework implements Query focused multi-document extractive…

计算与语言 · 计算机科学 2020-08-28 Diego Molla , Christopher Jones , Vincent Nguyen

We propose a unified class of generalized structural equation models (GSEMs) with data of mixed types in mediation analysis, including continuous, categorical, and count variables. Such models extend substantially the classical linear…

统计方法学 · 统计学 2023-12-05 Wei Hao , Canyi Chen , Peter X. -K. Song

Humans possess spatial reasoning abilities that enable them to understand spaces through multimodal observations, such as vision and sound. Large multimodal reasoning models extend these abilities by learning to perceive and reason, showing…

Quantitative metrics are central to evaluating computer vision (CV) models, but they often fail to capture real-world performance due to protocol inconsistencies and ground-truth noise. While visual perception studies can complement these…

计算机视觉与模式识别 · 计算机科学 2026-02-09 Ashkan Ganj , Yiqin Zhao , Tian Guo

Topic models are widely used in studying social phenomena. We conduct a comparative study examining state-of-the-art neural versus non-neural topic models, performing a rigorous quantitative and qualitative assessment on a dataset of tweets…

计算与语言 · 计算机科学 2021-05-24 Andrew Bennett , Dipendra Misra , Nga Than

In this work, we propose a data augmentation strategy aimed at improving the training phase of neural networks and, consequently, the accuracy of their predictions. Our approach relies on generating synthetic data through a suitable…

数值分析 · 数学 2025-11-17 Giacomo Dimarco , Federica Ferrarese , Lorenzo Pareschi

Recent advances in AI have catalyzed the adoption of intelligent educational tools, yet many semantic retrieval systems remain ill-suited to the unique linguistic and structural characteristics of academic content. This study presents two…

计算与语言 · 计算机科学 2025-05-09 Ramteja Sajja , Yusuf Sermet , Ibrahim Demir

Virtual Reality (VR) and Augmented Reality (AR) tools have been applied in all engineering fields in order to avoid the use of physical prototypes, to train in high-risk situations, and to interpret real or simulated results. In order to…

人机交互 · 计算机科学 2025-01-17 Shahin Doroudian

LLM-based automatic survey systems are transforming how users acquire information from the web by integrating retrieval, organization, and content synthesis into end-to-end generation pipelines. While recent works focus on developing new…

计算与语言 · 计算机科学 2025-12-03 Jiahao Zhao , Shuaixing Zhang , Nan Xu , Lei Wang

Extended reality (XR) technologies-encompassing virtual reality (VR), augmented reality (AR), and mixed reality (MR) are transforming cognitive assessment and training by offering immersive, interactive environments that simulate real-world…

人机交互 · 计算机科学 2025-01-15 Palmira Victoria González-Erena , Sara Fernández-Guinea , Panagiotis Kourtesis

Semi-supervised learning aims to learn prediction models from both labeled and unlabeled samples. There has been extensive research in this area. Among existing work, generative mixture models with Expectation-Maximization (EM) is a popular…

机器学习 · 计算机科学 2020-08-31 Wenchong He , Zhe Jiang

We provide an overview of the methods that can be used for prediction under uncertainty and data fitting of dynamical systems, and of the fundamental challenges that arise in this context. The focus is on SIR-like models, that are being…

统计方法学 · 统计学 2022-10-14 Chiara Piazzola , Lorenzo Tamellini , Raúl Tempone

After the COVID-19 pandemic caused internet usage to grow by 70%, there has been an increased number of people all across the world using social media. Applications like Twitter, Meta Threads, YouTube, and Reddit have become increasingly…

Epidemiological models can not only be used to forecast the course of a pandemic like COVID-19, but also to propose and design non-pharmaceutical interventions such as school and work closing. In general, the design of optimal policies…

最优化与控制 · 数学 2023-04-06 Jan-Hendrik Niemann , Samuel Uram , Sarah Wolf , Nataša Djurdjevac Conrad , Martin Weiser

The use of augmented reality (AR) allows for the integration of digital information onto our perception of the physical world. In this article, we present a comprehensive review of previously published literature on the implementation of…

物理教育 · 物理学 2023-12-01 A. Vidak , I. Movre Šapić , V. Mešić , V. Gomzi

Causal analyses of longitudinal data generally assume that the qualitative causal structure relating variables remains invariant over time. In structured systems that transition between qualitatively different states in discrete time steps,…

统计方法学 · 统计学 2020-11-11 Ranjani Srinivasan , Jaron Lee , Rohit Bhattacharya , Narges Ahmidi , Ilya Shpitser

State of the art natural language processing tools are built on context-dependent word embeddings, but no direct method for evaluating these representations currently exists. Standard tasks and datasets for intrinsic evaluation of…

In the evolving landscape of computer vision, foundation models have emerged as pivotal tools, exhibiting exceptional adaptability to a myriad of tasks. Among these, the Segment Anything Model (SAM) by Meta AI has distinguished itself in…

计算机视觉与模式识别 · 计算机科学 2024-05-02 Bo Li , Haoke Xiao , Lv Tang

Mental health disorders are the leading cause of health-related problems globally. It is projected that mental health disorders will be the leading cause of morbidity among adults as the incidence rates of anxiety and depression grows…

人机交互 · 计算机科学 2024-04-12 Omisore Olatunji , Ifeanyi Odenigbo , Joseph Orji , Amelia Beltran , Nilufar Baghaei , Meier Sandra , Rita Orji

The use of open educational resources (OER) is gaining momentum in higher education institutions. This study sought to establish academics' perceptions and knowledge of OER for teaching and learning in an open distance e-learning (ODeL)…

计算机与社会 · 计算机科学 2021-08-24 Lancelord Siphamandla Mncube , Maureen Tanner , Wallace Chigona