output
20162026
most citedNeural Rating Regression with Abstractive Tips Generation for Recommendation

306 citations

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6 papers · 1 filter

cs.IR2026

DEGR: Dual Exploration-Driven Generative Re-Ranking for Adaptive Cross-Request Context Bridging

Binglei Zhao, Xuanhua Yang, Xiwei Zhao +1

In industrial recommendation systems, the re-ranking stage balances business objectives and diversity for sequence-level optimization while modeling contextual information. However…

cs.IR2026

MMRM: A Multiplex Multimodal Representation Model for Product Ranking in E-commerce Search

Zhen-Lin Chen, Maosen Sheng, Peng Lin +4

Multimodal information is pivotal for e-commerce search ranking. Existing works leverage multimodal data typically by fine-tuning general Multimodal Large Language Models (MLLMs) v…

cs.AI2026

Probe-then-Plan: Environment-Aware Planning for Industrial E-commerce Search

Mengxiang Chen, Zhouwei Zhai, Jin Li

Modern e-commerce search is evolving to resolve complex user intents. While Large Language Models (LLMs) offer strong reasoning, existing LLM-based paradigms face a fundamental bli…

cs.IR2026

GenFacet: End-to-End Generative Faceted Search via Multi-Task Preference Alignment in E-Commerce

Zhouwei Zhai, Min Yang, Jin Li

Faceted search acts as a critical bridge for navigating massive ecommerce catalogs, yet traditional systems rely on static rule-based extraction or statistical ranking, struggling…

cs.LG2026

TRACE: Trajectory Recovery with State Propagation Diffusion for Urban Mobility

Jinming Wang, Hai Wang, Hongkai Wen +2

High-quality GPS trajectories are essential for location-based web services and smart city applications, including navigation, ride-sharing and delivery. However, due to low sampli…

cs.LG2026

Prior Knowledge-enhanced Spatio-temporal Epidemic Forecasting

Sijie Ruan, Jinyu Li, Jia Wei +7

Spatio-temporal epidemic forecasting is critical for public health management, yet existing methods often struggle with insensitivity to weak epidemic signals, over-simplified spat…