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We introduce PyTorchVideo, an open-source deep-learning library that provides a rich set of modular, efficient, and reproducible components for a variety of video understanding tasks, including classification, detection, self-supervised…

Modern software relies heavily on data and machine learning, and affects decisions that shape our world. Unfortunately, recent studies have shown that because of biases in data, software systems frequently inject bias into their decisions,…

Machine Learning · Computer Science 2020-12-21 Brittany Johnson , Jesse Bartola , Rico Angell , Katherine Keith , Sam Witty , Stephen J. Giguere , Yuriy Brun

AI-assisted learning companion robots are increasingly used in early education. Many parents express concerns about content appropriateness, while they also value how AI and robots could supplement their limited skill, time, and energy to…

Robotics · Computer Science 2025-02-26 Hui-Ru Ho , Nitigya Kargeti , Ziqi Liu , Bilge Mutlu

Real-world datasets are dirty and contain many errors. Examples of these issues are violations of integrity constraints, duplicates, and inconsistencies in representing data values and entities. Learning over dirty databases may result in…

Databases · Computer Science 2020-04-07 Jose Picado , John Davis , Arash Termehchy , Ga Young Lee

Machine learning techniques for more efficient video compression and video enhancement have been developed thanks to breakthroughs in deep learning. The new techniques, considered as an advanced form of Artificial Intelligence (AI), bring…

Image and Video Processing · Electrical Eng. & Systems 2021-05-28 Luka Murn , Marc Gorriz Blanch , Maria Santamaria , Fiona Rivera , Marta Mrak

Teaching motor skills such as playing music, handwriting, and driving, can greatly benefit from recently developed technologies such as wearable gloves for haptic feedback or robotic sensorimotor exoskeletons for the mediation of effective…

Human-Computer Interaction · Computer Science 2024-02-16 Segev Shlomov , Jonathan Muehlstein , Nitzan Guetta , Lior Limonad

As artificial intelligence becomes increasingly integrated into digital learning environments, the personalization of learning content to reflect learners' individual career goals offers promising potential to enhance engagement and…

Artificial Intelligence · Computer Science 2025-08-07 Ronja Mehlan , Claudia Hess , Quintus Stierstorfer , Kristina Schaaff

Artificial Intelligence (AI) education is an increasingly popular topic area for K-12 teachers. However, little research has investigated how AI education can be designed to be more accessible to all learners. We organized co-design…

Physics Education · Physics 2020-09-24 Jessica Van Brummelen , Phoebe Lin

Deep Learning shows very good performance when trained on large labeled data sets. The problem of training a deep net on a few or one sample per class requires a different learning approach which can generalize to unseen classes using only…

Machine Learning · Computer Science 2018-08-23 Jinchao Liu , Stuart J. Gibson , Margarita Osadchy

Navigation is a rich and well-grounded problem domain that drives progress in many different areas of research: perception, planning, memory, exploration, and optimisation in particular. Historically these challenges have been separately…

Despite progress in video large language models (Video-LLMs), research on instructional video understanding, crucial for enhancing access to instructional content, remains insufficient. To address this, we introduce InstructionBench, an…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Haiwan Wei , Yitian Yuan , Xiaohan Lan , Wei Ke , Lin Ma

Learning new skills by observing humans' behaviors is an essential capability of AI. In this work, we leverage instructional videos to study humans' decision-making processes, focusing on learning a model to plan goal-directed actions in…

Computer Vision and Pattern Recognition · Computer Science 2021-10-12 Jing Bi , Jiebo Luo , Chenliang Xu

Recently, there has been a national push to use machine learning (ML) and artificial intelligence (AI) to advance engineering techniques in all disciplines ranging from advanced fracture mechanics in materials science to soil and water…

Computers and Society · Computer Science 2023-04-25 Andrew Schulz , Suzanne Stathatos , Cassandra Shriver , Roxanne Moore

As the recent Large Language Models(LLM's) become increasingly competent in zero-shot and few-shot reasoning across various domains, educators are showing a growing interest in leveraging these LLM's in conversation-based tutoring systems.…

Human-Computer Interaction · Computer Science 2024-03-22 Minju Park , Sojung Kim , Seunghyun Lee , Soonwoo Kwon , Kyuseok Kim

We present AITutor-EvalKit, an application that uses language technology to evaluate the pedagogical quality of AI tutors, provides software for demonstration and evaluation, as well as model inspection and data visualization. This tool is…

Computation and Language · Computer Science 2026-02-24 Numaan Naeem , Kaushal Kumar Maurya , Kseniia Petukhova , Ekaterina Kochmar

Learning Ecosystem is new model for learning, that addresses to holistic learning model with attention to practical implementation. This paper is conducting the further study on detailed structure of learning ecosystem in component and…

Computers and Society · Computer Science 2014-04-29 N. M. Hung , N. H. Nam

We present a novel intelligent tutoring system which builds upon well-established hypotheses in educational psychology and incorporates them inside of a scalable software architecture. Specifically, we build upon the known benefits of…

Computers and Society · Computer Science 2020-12-01 Bhairav Mehta , Adithya Ramanathan

Large language models (LLMs) have advanced virtual educators and learners, bridging NLP with AI4Education. Existing work often lacks scalability and fails to leverage diverse, large-scale course content, with limited frameworks for…

Artificial Intelligence · Computer Science 2025-09-08 Jiahuan Pei , Fanghua Ye , Xin Sun , Wentao Deng , Koen Hindriks , Junxiao Wang

The objectives of this ongoing research are to build Real-Time AI-Powered Educational Dashboard (RAED) as a decision support tool for instructors, and to measure its impact on them while making decisions. Current developments in AI can be…

Computers and Society · Computer Science 2021-08-02 Ajay Kulkarni

This paper provides an overview of prominent deep learning toolkits and, in particular, reports on recent publications that contributed open source software for implementing tasks that are common in intelligent user interfaces (IUI). We…

Human-Computer Interaction · Computer Science 2018-03-15 Jan Zacharias , Michael Barz , Daniel Sonntag
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