Machine Learning
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Introducing CLEPR, our model for semantic understanding
At Criteo, retail media is about helping brands reach shoppers directly on retailers’ property, right at the digital shelf where purchase decisions are made. Through CMAX, our unified retail media platform, we connect advertisers to retailers’ audiences with Sponsored Products that appear alongside native results in onsite search and browsing experiences. In this context, the…
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Differentially Private Gradient Flow based on the Sliced Wasserstein Distance
Novel differentially private model using gradient flows defined on an optimal transport metric. This Research Card introduces a novel, theoretically grounded method for differentially private generative modeling by leveraging a smooth mathematical process, achieving high-fidelity data generation with strong privacy guarantees and lower computational costs compared to traditional approaches. Title: Differentially Private Gradient Flow based…
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All our contributions at NeurIPS 2024
This year, our research team got a record of 15 papers accepted at the major ML conference. The 38th annual edition of the prestigious international conference NeurIPS 2024 (Neural Information Processing Systems) took place in Vancouver. 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵𝗲𝗿𝘀 𝗳𝗿𝗼𝗺 𝘁𝗵𝗲 𝗖𝗿𝗶𝘁𝗲𝗼 𝗔𝗜 𝗟𝗮𝗯 were there to present their latest ML papers (𝟭𝟯 𝗽𝗮𝗽𝗲𝗿𝘀 — 𝗮𝗺𝗼𝗻𝗴 𝘄𝗵𝗶𝗰𝗵 𝗼𝗻𝗲 𝘀𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁 — ,…
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FAIRPLAY: Research program to Optimize Fair & Private Interactions between ML Agents in AI Marketpla
How can we ensure that an advertisement or a job offer can be seen in a non-discriminatory way by the people they are displayed to? Inria, ENSAE (National School of Statistics and Economics, part of the Institut Polytechnique de Paris), and the Adtech leader Criteo founded the FAIRPLAY program in 2022. This groundbreaking initiative addresses…
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Our participation in the International Conference on Machine Learning 2024
The 41st edition of the International Conference on Machine Learning (ICML) took place from July 21 to July 27, 2024, at the Messe Wien Exhibition Congress Center in Vienna, Austria. This prestigious event, known for showcasing groundbreaking research in machine learning, artificial intelligence, statistics, and data science, adopted a hybrid format this year, allowing both…
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Attending to JEP-TALN RECITAL 2024
JEP-TALN RECITAL is the main gathering of French-speaking NLP researchers. It combines three historical French conferences. Journées d’Etudes sur la Parole: centered on speech. Traitement Automatique de la Langue Naturelle: centered on text. Rencontres des Etudiants Chercheurs en Informatique et Traitement Automatique des Langues: a space for students to showcase their work. We attended to…
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ICCV 2023 recap
Why ICCV? The Conference The International Conference on Computer Vision (ICCV) is one of the most renowned conferences in the field of computer vision. This conference serves as a hub for researchers, academics, and professionals for the exchange of cutting-edge research and state-of-the-art ideas in the field of computer vision. This year, over 7000 researchers…
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Five years of Criteo AI Lab
Integrating real AI into AdTech Authors: Romain Lerallut & Liva Ralaivola Five years ago, we set out to do something unheard of in the French tech market — starting a state-of-the-art AI Lab at Criteo. Announcing the Criteo AI Lab We are pleased to announce the launch of the Criteo AI Lab (CAIL), a new chapter in our…
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Highlights from ECML PKDD 2023
We are thrilled to share some exciting news about our recent sponsorship at ECML 2023, held in the beautiful city of Torino from September 18th to September 22nd. ECML, the European Conference on Machine Learning, is a prestigious event that brings together over 600 participants from the global tech and machine learning community. This year,…
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Highlights from AISTATS 2023
The 26th International Conference on Artificial Intelligence and Statistics (AISTATS) was held on April 25 — April 27 at Palau de Congressos in Valencia (Spain). AISTATS is an interdisciplinary gathering of researchers at the intersection of computer science, artificial intelligence, machine learning, statistics, and related areas. At Criteo, we like how AISTATS has broadened research in these…