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There has recently been growing interest in the automatic generation of cooking recipes that satisfy some form of dietary restrictions, thanks in part to the availability of online recipe data. Prior studies have used pre-trained language…

Computation and Language · Computer Science 2023-01-27 Diego Antognini , Shuyang Li , Boi Faltings , Julian McAuley

Diet plays a crucial role in managing chronic conditions and overall well-being. As people become more selective about their food choices, finding recipes that meet dietary needs is important. Ingredient substitution is key to adapting…

Computers and Society · Computer Science 2025-01-07 Hyunwook Kim , Revathy Venkataramanan , Amit Sheth

Cooking is an essential activity that enhances quality of life by enabling individuals to prepare their own meals. However, cooking often requires multitasking between cooking tasks and following instructions, which can be challenging to…

Human-Computer Interaction · Computer Science 2024-07-30 Franklin Mingzhe Li , Ashley Wang , Patrick Carrington , Shaun K. Kane

Existing approaches to recipe generation are unable to create recipes for users with culinary preferences but incomplete knowledge of ingredients in specific dishes. We propose a new task of personalized recipe generation to help these…

Computation and Language · Computer Science 2019-09-04 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

Recipe personalization through ingredient substitution has the potential to help people meet their dietary needs and preferences, avoid potential allergens, and ease culinary exploration in everyone's kitchen. To address ingredient…

Machine Learning · Computer Science 2023-02-17 Bahare Fatemi , Quentin Duval , Rohit Girdhar , Michal Drozdzal , Adriana Romero-Soriano

Recipe recommendation systems play an essential role in helping people decide what to eat. Existing recipe recommendation systems typically focused on content-based or collaborative filtering approaches, ignoring the higher-order…

Information Retrieval · Computer Science 2022-05-30 Yijun Tian , Chuxu Zhang , Zhichun Guo , Chao Huang , Ronald Metoyer , Nitesh V. Chawla

This paper intends to address the challenge of personalized recipe recommendation in the realm of diverse culinary preferences. The problem domain involves recipe recommendations, utilizing techniques such as association analysis and…

Information Retrieval · Computer Science 2024-09-17 Harish Neelam , Koushik Sai Veerella

The recording and sharing of cooking recipes, a human activity dating back thousands of years, naturally became an early and prominent social use of the web. The resulting online recipe collections are repositories of ingredient…

Social and Information Networks · Computer Science 2015-03-19 Chun-Yuen Teng , Yu-Ru Lin , Lada A. Adamic

People enjoy food photography because they appreciate food. Behind each meal there is a story described in a complex recipe and, unfortunately, by simply looking at a food image we do not have access to its preparation process. Therefore,…

Computer Vision and Pattern Recognition · Computer Science 2019-06-18 Amaia Salvador , Michal Drozdzal , Xavier Giro-i-Nieto , Adriana Romero

We propose a computational approach for recipe ideation, a downstream task that helps users select and gather ingredients for creating dishes. To perform this task, we developed RecipeMind, a food affinity score prediction model that…

Information Retrieval · Computer Science 2022-10-20 Mogan Gim , Donghee Choi , Kana Maruyama , Jihun Choi , Hajung Kim , Donghyeon Park , Jaewoo Kang

Increased public interest in healthy lifestyles has motivated the study of algorithms that encourage people to follow a healthy diet. Applying collaborative filtering to build recommendation systems in domains where only implicit feedback…

Information Retrieval · Computer Science 2020-02-05 Paula Fermín Cueto , Meeke Roet , Agnieszka Słowik

Many high-level procedural tasks can be decomposed into sequences of instructions that vary in their order and choice of tools. In the cooking domain, the web offers many partially-overlapping text and video recipes (i.e. procedures) that…

Computation and Language · Computer Science 2020-05-20 Angela S. Lin , Sudha Rao , Asli Celikyilmaz , Elnaz Nouri , Chris Brockett , Debadeepta Dey , Bill Dolan

Background: Distributed Pair Programming can be performed via screensharing or via a distributed IDE. The latter offers the freedom of concurrent editing (which may be helpful or damaging) and has even more awareness deficits than screen…

Software Engineering · Computer Science 2013-11-26 Julia Schenk , Lutz Prechelt , Stephan Salinger

With the rising incidence of some diseases, such as obesity and diabetes, a healthy diet is arousing increasing attention. However, most existing food-related research efforts focus on recipe retrieval, user preference-based food…

Information Retrieval · Computer Science 2021-04-20 Wenjie Wang , Ling-yu Duan , Hao Jiang , Peiguang Jing , Xuemeng Song , Liqiang Nie

The availability of an accurate nutrition profile of recipes is an important feature for food databases with several applications including nutritional assistance, recommendation systems, and dietary analytics. Often in online databases,…

Physics and Society · Physics 2020-04-28 Jushaan Kalra , Devansh Batra , Nirav Diwan , Ganesh Bagler

Poor diet and nutrition in the United States has immense financial and health costs, and development of new tools for diet planning could help families better balance their financial and temporal constraints with the quality of their diet…

Optimization and Control · Mathematics 2017-09-27 Pedro Hespanhol , Anil Aswani

Food recommender systems play an important role in assisting users to identify the desired food to eat. Deciding what food to eat is a complex and multi-faceted process, which is influenced by many factors such as the ingredients,…

Information Retrieval · Computer Science 2019-01-08 Xiaoyan Gao , Fuli Feng , Xiangnan He , Heyan Huang , Xinyu Guan , Chong Feng , Zhaoyan Ming , Tat-Seng Chua

In the early 2000s, renowned chef Heston Blumenthal formulated his "food pairing" hypothesis, positing that if foods share many flavor compounds, then they tend to taste good when eaten together. In 2011, Ahn et al. conducted a study using…

Physics and Society · Physics 2024-06-25 Giovanni Palermo , Claudio Caprioli , Giambattista Albora

Recent advances in time series generation have shown promise, yet controlling properties in generated sequences remains challenging. Time Series Editing (TSE) - making precise modifications while preserving temporal coherence - consider…

Machine Learning · Computer Science 2025-06-06 Hao Yu , Chu Xin Cheng , Runlong Yu , Yuyang Ye , Shiwei Tong , Zhaofeng Liu , Defu Lian

In cross-cultural recipe adaptation, the goal is not only to ensure cultural appropriateness and retain the original dish's essence, but also to provide diverse options for various dietary needs and preferences. Retrieval Augmented…

Computation and Language · Computer Science 2026-04-21 Tianyi Hu , Andrea Morales-Garzón , Jingyi Zheng , Maria Maistro , Daniel Hershcovich
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