主流通用LLM4Rec的论文罗列整理

Papers

• ✅快手： OneRec: Unifying Retrieve and Rank with Generative Recommender and Preference Alignment . 2025-02

• 腾讯： OnePiece: The Great Route to Generative Recommendation – A Case Study from Tencent Algorithm Competition . 2025-12

• Meta: Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers . 2025-08

• 美团： Multi-Aspect Cross-modal Quantization for Generative Recommendation . 2025-11

• 快手： UniSearch: Rethinking Search System with a Unified Generative Architecture . 2025-09

• SIGIR: Generative Recommender with End-to-End Learnable Item Tokenization . 2024-09-2025-06

• 阿里： Scaling Transformers for Discriminative Recommendation via Generative Pretraining . 2025-06

• LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience . 2025-11

• Google: REGEN: Empowering personalized recommendations with natural language . 2025-06

• ✅KDD: A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) . 2024-07

• 解读整理： 2025年生成式推荐系统领域最具代表性10篇论文综述

• Shopee OnePiece: Bringing Context Engineering andReasoning to Industrial Cascade Ranking System . 2025-09

• ✅快手综述： A Survey of Generative Recommendation from a Tri-Decoupled Perspective: Tokenization, Architecture, and Optimization . 2025-12

• 范式： 一文梳理业界落地LLM4Rec的若干范式

• ✅快手： KuaiFormer: Transformer-Based Retrieval at Kuaishou 2024-11

https://zhuanlan.zhihu.com/p/1960092167272899457

• MiniOneRec: An Open-Source Framework for Scaling Generative Recommendation