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AAAI 2018

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AntTech
AntTech
May 25, 2018 · Artificial Intelligence

Insights from AAAI 2018: Conference Overview, Paper Highlights, and Ant Financial Contributions

The article provides a comprehensive overview of the AAAI 2018 conference, including submission statistics, country rankings, popular research tracks, award-winning papers, detailed summaries of notable AI papers such as GraphGAN, HARP, PrivSR, and domain adaptation, as well as Ant Financial's own contributions like cw2vec and privacy‑preserving recommendation systems.

AAAI 2018Paper SummariesPrivacy-Preserving Recommendation
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Insights from AAAI 2018: Conference Overview, Paper Highlights, and Ant Financial Contributions
JD Tech
JD Tech
Feb 1, 2018 · Artificial Intelligence

Telepath: A Vision‑Based Recommender Model Inspired by Human Visual Perception

The Telepath model, presented at AAAI 2018, leverages a biologically‑inspired visual extraction pipeline and dual interest‑understanding networks to improve ranking in large‑scale e‑commerce recommendation and advertising, achieving significant offline and online gains in CTR, GMV, and ROI.

AAAI 2018E-commerceTelepath
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Telepath: A Vision‑Based Recommender Model Inspired by Human Visual Perception
AntTech
AntTech
Jan 18, 2018 · Artificial Intelligence

cw2vec: Learning Chinese Word Embeddings with Stroke n-grams

The cw2vec paper, presented at AAAI 2018, introduces a Chinese word embedding method that leverages stroke n‑grams to capture character semantics, proposes a novel loss function, demonstrates consistent improvements over existing models across similarity, analogy, classification and NER tasks, and discusses real‑world AI applications.

AAAI 2018AI researchChinese NLP
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cw2vec: Learning Chinese Word Embeddings with Stroke n-grams