Product 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

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

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 40 papers with code (132 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.

• Representation Learning for Attributed Multiplex Heterogeneous Network
  5 May 2019 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified · 1 pointer-only (licence)
  Network embedding (or graph embedding) has been widely used in many real-world applications.
• TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network
  26 Jan 2020 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  Taxonomies consist of machine-interpretable semantics and provide valuable knowledge for many web applications.
• Retrieving Similar E-Commerce Images Using Deep Learning
  11 Jan 2019 3 repositories listed
  In this paper, we propose a deep convolutional neural network for learning the embeddings of images in order to capture the notion of visual similarity.
• Model-agnostic vs. Model-intrinsic Interpretability for Explainable Product Search
  11 Aug 2021 2 repositories listed
  In this paper, we study how to construct effective explainable product search by comparing model-agnostic explanation paradigms with model-intrinsic paradigms and analyzing the important factors that determine the…
• Distributed Learning of Deep Neural Networks using Independent Subnet Training
  4 Oct 2019 2 repositories listed
  These properties of IST can cope with issues due to distributed data, slow interconnects, or limited device memory, making IST a suitable approach for cases of mandatory distribution.
• MILDNet: A Lightweight Single Scaled Deep Ranking Architecture
  3 Mar 2019 2 repositories listed
  Inspired by the fact that successive CNN layers represent the image with increasing levels of abstraction, we compressed our deep ranking model to a single CNN by coupling activations from multiple intermediate layers…
• A Tutorial on Thompson Sampling
  7 Jul 2017 2 repositories listed
  Thompson sampling is an algorithm for online decision problems where actions are taken sequentially in a manner that must balance between exploiting what is known to maximize immediate performance and investing to…
• StealthRank: LLM Ranking Manipulation via Stealthy Prompt Optimization
  8 Apr 2025 1 repository listed
  The integration of large language models (LLMs) into information retrieval systems introduces new attack surfaces, particularly for adversarial ranking manipulations.
• FeatInsight: An Online ML Feature Management System on 4Paradigm Sage-Studio Platform
  1 Apr 2025 1 repository listed
  Feature management is essential for many online machine learning applications and can often become the performance bottleneck (e.
• Recommender systems and reinforcement learning for human-building interaction and context-aware support: A text mining-driven review of scientific literature
  13 Nov 2024 1 repository listed
  The indoor environment significantly impacts human health and well-being; enhancing health and reducing energy consumption in these settings is a central research focus.
• Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering
  1 Sep 2024 1 repository listed
  This distinguishes it from related methods that are purely based on latent representations.
• Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data
  10 Jun 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  In this paper, we develop a novel approach to combine IV and observational data to enable reliable CATE estimation in the presence of unobserved confounding in the observational data and low compliance in the IV data,…
• Using LLMs for the Extraction and Normalization of Product Attribute Values
  4 Mar 2024 1 repository listed
  In order to enable features such as faceted product search or to generate product comparison tables, it is necessary to extract structured attribute-value pairs from the unstructured product titles and descriptions and…
• A Usage-centric Take on Intent Understanding in E-Commerce
  22 Feb 2024 1 repository listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  In this paper, we focus on predicative user intents as "how a customer uses a product", and pose intent understanding as a natural language reasoning task, independent of product ontologies.
• RetailSynth: Synthetic Data Generation for Retail AI Systems Evaluation
  21 Dec 2023 1 repository listed
  Significant research effort has been devoted in recent years to developing personalized pricing, promotions, and product recommendation algorithms that can leverage rich customer data to learn and earn.
• Multi-modal Extreme Classification
  10 Sep 2023 1 repository listed
  This paper develops the MUFIN technique for extreme classification (XC) tasks with millions of labels where datapoints and labels are endowed with visual and textual descriptors.
• Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss Functions
  27 Jul 2023 1 repository listed
  This work introduces TRON, a scalable session-based Transformer Recommender using Optimized Negative-sampling.
• Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation
  19 Jul 2023 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  To test the potential of the dataset, we introduce three tasks in this work: (1) next-product recommendation, (2) next-product recommendation with domain shifts, and (3) next-product title generation.
• Product Information Extraction using ChatGPT
  23 Jun 2023 1 repository listed
  Hence, extracting attribute/value pairs from textual product descriptions is an essential enabler for e-commerce applications.
• Let Graph be the Go Board: Gradient-free Node Injection Attack for Graph Neural Networks via Reinforcement Learning
  19 Nov 2022 1 repository listed
  Whereas for the node injection attack, though being more practical, current approaches require training surrogate models to simulate a white-box setting, which results in significant performance downgrade when the…
• Automatic Controllable Product Copywriting for E-Commerce
  21 Jun 2022 1 repository listed
  Automatic product description generation for e-commerce has witnessed significant advancement in the past decade.
• Learning Backward Compatible Embeddings
  7 Jun 2022 1 repository listed
  We formalize the problem where the goal is for the embedding team to keep updating the embedding version, while the consumer teams do not have to retrain their models.
• Balancing Fairness and Accuracy in Sentiment Detection using Multiple Black Box Models
  22 Apr 2022 1 repository listed
  Sentiment detection is an important building block for multiple information retrieval tasks such as product recommendation, cyberbullying detection, and misinformation detection.
• Learning Neural Set Functions Under the Optimal Subset Oracle
  3 Mar 2022 1 repository listed
  Learning neural set functions becomes increasingly more important in many applications like product recommendation and compound selection in AI-aided drug discovery.
• Context-aware Retail Product Recommendation with Regularized Gradient Boosting
  17 Sep 2021 1 repository listed
  A total of 167 participants participated in the challenge, and we secured the 6th rank during the final evaluation with an MRR of 0.
• Cross-Market Product Recommendation
  13 Sep 2021 1 repository listed
  We introduce and formalize the problem of cross-market product recommendation, i.
• InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification
  13 Sep 2021 1 repository listed
  Automatic annotation of short-text data to a large number of target labels, referred to as Short Text Extreme Classification, has found numerous applications including prediction of related searches and product…
• DECAF: Deep Extreme Classification with Label Features
  1 Aug 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  This paper develops the DECAF algorithm that addresses these challenges by learning models enriched by label metadata that jointly learn model parameters and feature representations using deep networks and offer…
• ECLARE: Extreme Classification with Label Graph Correlations
  31 Jul 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  This paper presents ECLARE, a scalable deep learning architecture that incorporates not only label text, but also label correlations, to offer accurate real-time predictions within a few milliseconds.
• Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation
  7 Jun 2021 1 repository listed
  Hence, the key is to make full use of rich interaction information among streamers, users, and products.

Syntology lines on 7 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.