Food recommendation

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (28 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models
  20 May 2025 1 repository listed
  We introduce KERL, a unified system that leverages food KGs and LLMs to provide personalized food recommendations and generates recipes with associated micro-nutritional information.
• MOPI-HFRS: A Multi-objective Personalized Health-aware Food Recommendation System with LLM-enhanced Interpretation
  12 Dec 2024 1 repository listed
  The prevalence of unhealthy eating habits has become an increasingly concerning issue in the United States.
• SeeDS: Semantic Separable Diffusion Synthesizer for Zero-shot Food Detection
  7 Oct 2023 1 repository listed
  To tackle this, we propose the Semantic Separable Diffusion Synthesizer (SeeDS) framework for Zero-Shot Food Detection (ZSFD).
• Explainable Active Learning for Preference Elicitation
  1 Sep 2023 1 repository listed
  We implement the proposed preference elicitation methodology for food recommendation.
• Cook-Gen: Robust Generative Modeling of Cooking Actions from Recipes
  1 Jun 2023 1 repository listed
  In this study, we explore the use of generative AI methods to extend current food computation models, primarily involving the analysis of nutrition and ingredients, to also incorporate cooking actions (e.
• Food Recommendations for Reducing Water Footprint
  24 Apr 2022 1 repository listed
  Therefore, in this work, we present a personalized food recommendation scheme, mapping the ingredients to the most resource-friendly dishes on the planet and in particular, selecting recipes that contain ingredients…
• FoodLogoDet-1500: A Dataset for Large-Scale Food Logo Detection via Multi-Scale Feature Decoupling Network
  10 Aug 2021 1 repository listed
  For that, we propose a novel food logo detection method Multi-scale Feature Decoupling Network (MFDNet), which decouples classification and regression into two branches and focuses on the classification branch to solve…
• Personalized Food Recommendation as Constrained Question Answering over a Large-scale Food Knowledge Graph
  5 Jan 2021 1 repository listed
  Food recommendation has become an important means to help guide users to adopt healthy dietary habits.
• Market2Dish: Health-aware Food Recommendation
  11 Dec 2020 1 repository listed
  With the rising incidence of some diseases, such as obesity and diabetes, a healthy diet is arousing increasing attention.
• Characterizing and Predicting Repeat Food Consumption Behavior for Just-in-Time Interventions
  17 Sep 2019 1 repository listed
  Human beings are creatures of habit.