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09/12/2023
SAGE: Structured Attribute Value Generation for Billion-Scale Product Catalogs
We introduce SAGE; a Generative LLM for inferring attribute values for p...
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09/09/2021
Trust your neighbors: A comprehensive survey of neighborhood-based methods for recommender systems
Collaborative recommendation approaches based on nearest-neighbors are s...
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10/13/2020
Projection techniques to update the truncated SVD of evolving matrices
This paper considers the problem of updating the rank-k truncated Singul...
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08/29/2020
Random Surfing Revisited: Generalizing PageRank's Teleportation Model
We revisit the Random Surfer model, focusing on its–often overlooked–Tel...
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09/09/2019
Boosting Item-based Collaborative Filtering via Nearly Uncoupled Random Walks
Item-based models are among the most popular collaborative filtering app...
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04/06/2018
Fast Decentralized Optimization over Networks
The present work introduces the hybrid consensus alternating direction m...
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04/05/2018
Adaptive Diffusions for Scalable Learning over Graphs
Diffusion-based classifiers such as those relying on the Personalized Pa...
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11/28/2017
Kernel-based Inference of Functions over Graphs
The study of networks has witnessed an explosive growth over the past de...
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06/30/2015