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We present VisualHints, a novel environment for multimodal reinforcement learning (RL) involving text-based interactions along with visual hints (obtained from the environment). Real-life problems often demand that agents interact with the…

Machine Learning · Computer Science 2020-10-28 Thomas Carta , Subhajit Chaudhury , Kartik Talamadupula , Michiaki Tatsubori

Learning recipe and food image representation in common embedding space is non-trivial but crucial for cross-modal recipe retrieval. In this paper, we propose a new perspective for this problem by utilizing foundation models for data…

Information Retrieval · Computer Science 2024-07-18 Fangzhou Song , Bin Zhu , Yanbin Hao , Shuo Wang

Recent advances in large language models (LLMs) have opened new avenues for accelerating scientific research. While models are increasingly capable of assisting with routine tasks, their ability to contribute to novel, expert-level…

Ensuring digital inclusiveness is a critical priority in agri-food systems, particularly in the Global South, where digital divides persist. The Multidimensional Digital Inclusiveness Index (MDII) offers a comprehensive, human-led framework…

Computers and Society · Computer Science 2026-04-07 Githma Pewinya , Carolina Martins , Garcia Mariangel

Today, more and more people are reporting allergies, which can range from simple reactions close to discomfort to anaphylactic shocks. Other people may not be allergic but avoid certain foods for personal reasons. Daily food shopping of…

Computers and Society · Computer Science 2023-01-06 Alina Govoruhina , Anastasija Nikiforova

Recent advances in the machine learning community allowed different use cases to emerge, as its association to domains like cooking which created the computational cuisine. In this paper, we tackle the picture-recipe alignment problem,…

Artificial Intelligence · Computer Science 2018-05-03 Micael Carvalho , Rémi Cadène , David Picard , Laure Soulier , Matthieu Cord

In augmented reality (AR), users can place virtual objects anywhere in a real-world room, called AR layout. Although several object manipulation techniques have been proposed in AR, it is difficult to use them for AR layout owing to the…

Human-Computer Interaction · Computer Science 2026-01-08 Keiichi Ihara , Ikkaku Kawaguchi

Sustainable food is among the many challenges associated with climate change. The resources required to grow or gather the food and the distance it travels to reach the consumer are two key factors of an ingredient's sustainability. Food…

Human-Computer Interaction · Computer Science 2024-04-23 MJ Johns , Eunsol Sol Choi , Derusha Baskaran

Insurance application processes often rely on lengthy and standardized questionnaires that struggle to capture individual differences. Moreover, insurers must blindly trust users' responses, increasing the chances of fraud. The ARQuest…

Artificial Intelligence · Computer Science 2026-04-03 Diogo Silva , João Teixeira , Bruno Lima

Site-specific outdoor AR experiences are typically authored using static 3D models, but are deployed in physical environments that change over time. As a result, virtual content may become misaligned with its intended real-world referents,…

Human-Computer Interaction · Computer Science 2025-08-12 Nels Numan , Jessica Van Brummelen , Ziwen Lu , Anthony Steed

Large Language Models (LLM) have experienced strong development in recent years, with varied applications. This paper uses LLMs to develop a post-hoc process that provides more elaborated explanations of the results of food recommendation…

Information Retrieval · Computer Science 2026-01-07 Melissa Tessa , Diderot D. Cidjeu , Rachele Carli , Sarah Abchiche , Ahmad Aldarwishd , Igor Tchappi , Amro Najjar

The advancements in cloud-based Large Languages Models (LLMs) have revolutionized AI-assisted programming. However, their integration into certain local development environments like ones within the Apple software ecosystem (e.g., iOS apps,…

Artificial Intelligence · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

Context-aware AR instruction enables adaptive and in-situ learning experiences. However, hardware limitations and expertise requirements constrain the creation of such instructions. With recent developments in Generative Artificial…

Human-Computer Interaction · Computer Science 2025-01-29 Jingyu Shi , Rahul Jain , Seungguen Chi , Hyungjun Doh , Hyunggun Chi , Alexander J. Quinn , Karthik Ramani

Personalized food recommendation systems (Food-RecSys) critically underperform due to fragmented component understanding and the failure of conventional machine learning with vast, imbalanced food data. While Large Language Models (LLMs)…

Information Retrieval · Computer Science 2025-04-30 Ali Rostami

Older adults with mild cognitive impairment (MCI) often face challenges during meal preparation, such as forgetting ingredients, skipping steps, or leaving appliances on, which can compromise their safety and independence. Our study…

Human-Computer Interaction · Computer Science 2025-06-09 Szeyi Chan , Jiachen Li , Siman Ao , Yufei Wang , Ibrahim Bilau , Brian Jones , Eunhwa Yang , Elizabeth D Mynatt , Xiang Zhi Tan

With their remarkably improved text generation and prompting capabilities, large language models can adapt existing written information into forms that are easier to use and understand. In our work, we focus on recipes as an example of…

Computation and Language · Computer Science 2023-06-27 Alyssa Hwang , Bryan Li , Zhaoyi Hou , Dan Roth

State-of-the-art rule-based and classification-based food recommendation systems face significant challenges in becoming practical and useful. This difficulty arises primarily because most machine learning models struggle with problems…

Artificial Intelligence · Computer Science 2024-02-15 Ali Rostami , Ramesh Jain , Amir M. Rahmani

Food recommendation system has proven as an effective technology to provide guidance on dietary choices, and this is especially important for patients suffering from chronic diseases. Unlike other multimedia recommendations, such as books…

Information Retrieval · Computer Science 2022-10-18 Xinwei Ju , Frank Po Wen Lo , Jianing Qiu , Peilun Shi , Jiachuan Peng , Benny Lo

Although there is a growing demand for cooking behaviours as one of the expected tasks for robots, a series of cooking behaviours based on new recipe descriptions by robots in the real world has not yet been realised. In this study, we…

Robotics · Computer Science 2024-10-08 Naoaki Kanazawa , Kento Kawaharazuka , Yoshiki Obinata , Kei Okada , Masayuki Inaba

Augmented Reality (AR) offers powerful visualization capabilities for industrial robot training, yet current interfaces remain predominantly static, failing to account for learners' diverse cognitive profiles. In this paper, we present an…

Robotics · Computer Science 2026-03-16 Nicolas Leins , Jana Gonnermann-Müller , Malte Teichmann , Sebastian Pokutta
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