Author

Yi-Bo Wang

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Preprint Oct 2026

Rethinking Semantic ID Construction for Generative Recommendation: SimHash with Parallel Decoding and Semantic Alignment

Semantic ID-based generative recommendation represents each item as a sequence of discrete tokens, enabling structured modeling of item semantics. A critical challenge is constructing semantic IDs that are both semantically expressive and computationally efficient. While recent approaches favor complex learned quantiza...

Yu-Qing Liu, Hui-Yuan Chen, Yi-Bo Wang et al. · 0 citations

#large language models Book Jul 2026

Personalized Recommendation Tool Learning via Autonomous Language Agents

An agent-based recommendation framework, memory-based Personalized Recommendation Tool learning via autonomous language Agents (PRTA), in which an LLM acts as a central planner interacting with multiple recommendation models as tools, demonstrating the superiority of PRTA over traditional recommendation and LLM-based b...

Ming-Dai Yang, Zhi-Wei Liu, Wei-Zhi Zhang et al. · Proceedings of the 20th ACM... · 1 citation

Review

A Survey of Multimodal Models on Language and Vision: A Unified Modeling Perspective

This survey investigates the current research landscape of multimodality modeling from three perspectives: the first group of multimodal models adopts a heterogeneous architecture to bridge different modality data, the second leverages LLM for multimodality modeling via a unified language modeling objective, and the th...

Zhongfen Deng, Yibo Wang, Yueqing Liang et al. · 2 citations