Cover Image

MARM: Unlocking the Future of Recommendation Systems through Memory Augmentation and Scalable Complexity

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lv, Xiao, Cao, Jiangxia, Guan, Shijie, Zhou, Xiaoyou, Qi, Zhiguang, Zang, Yaqiang, Li, Ming, Wang, Ben, Gai, Kun, Zhou, Guorui
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval N/A
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HoME: Hierarchy of Multi-Gate Experts for Multi-Task Learning at Kuaishou
by: Wang, Xu, et al.
Published: (2024)

LLM-Alignment Live-Streaming Recommendation
by: Liu, Yueyang, et al.
Published: (2025)

PROMISE: Process Reward Models Unlock Test-Time Scaling Laws in Generative Recommendations
by: Guo, Chengcheng, et al.
Published: (2026)

KuaiFormer: Transformer-Based Retrieval at Kuaishou
by: Liu, Chi, et al.
Published: (2024)

A Unified Framework for Cross-Domain Recommendation
by: Cao, Jiangxia, et al.
Published: (2024)

CRM: Retrieval Model with Controllable Condition
by: Liu, Chi, et al.
Published: (2024)

CAPTS: Channel-Aware, Preference-Aligned Trigger Selection for Multi-Channel Item-to-Item Retrieval
by: Zhou, Xiaoyou, et al.
Published: (2026)

Harmonizing Generative Retrieval and Ranking in Chain-of-Recommendation
by: Liu, Yu, et al.
Published: (2026)

SARM: LLM-Augmented Semantic Anchor for End-to-End Live-Streaming Ranking
by: Yang, Ruochen, et al.
Published: (2026)

LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025)

Moment&Cross: Next-Generation Real-Time Cross-Domain CTR Prediction for Live-Streaming Recommendation at Kuaishou
by: Cao, Jiangxia, et al.
Published: (2024)

GEMs: Breaking the Long-Sequence Barrier in Generative Recommendation with a Multi-Stream Decoder
by: Zhou, Yu, et al.
Published: (2026)

Selection and Exploitation of High-Quality Knowledge from Large Language Models for Recommendation
by: Wang, Guanchen, et al.
Published: (2025)

SMES: Towards Scalable Multi-Task Recommendation via Expert Sparsity
by: Zhang, Yukun, et al.
Published: (2026)

GRank: Towards Target-Aware and Streamlined Industrial Retrieval with a Generate-Rank Framework
by: Sun, Yijia, et al.
Published: (2025)

Foresight Prediction Enhanced Live-Streaming Recommendation
by: Cao, Jiangxia, et al.
Published: (2025)

PushGen: Push Notifications Generation with LLM
by: Bie, Shifu, et al.
Published: (2025)

FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
by: Wang, Guoquan, et al.
Published: (2025)

OneLive: Dynamically Unified Generative Framework for Live-Streaming Recommendation
by: Wang, Shen, et al.
Published: (2026)

MISS: Multi-Modal Tree Indexing and Searching with Lifelong Sequential Behavior for Retrieval Recommendation
by: Guo, Chengcheng, et al.
Published: (2025)

Unleashing the Native Recommendation Potential: LLM-Based Generative Recommendation via Structured Term Identifiers
by: Zhang, Zhiyang, et al.
Published: (2026)

MaRI: Accelerating Ranking Model Inference via Structural Re-parameterization in Large Scale Recommendation System
by: Huang, Yusheng, et al.
Published: (2026)

DiffGRM: Diffusion-based Generative Recommendation Model
by: Liu, Zhao, et al.
Published: (2025)

LiveForesighter: Generating Future Information for Live-Streaming Recommendations at Kuaishou
by: Lu, Yucheng, et al.
Published: (2025)

OnePiece: The Great Route to Generative Recommendation -- A Case Study from Tencent Algorithm Competition
by: Cao, Jiangxia, et al.
Published: (2025)

ChorusCVR: Chorus Supervision for Entire Space Post-Click Conversion Rate Modeling
by: Cheng, Wei, et al.
Published: (2025)

RecCoT: Enhancing Recommendation via Chain-of-Thought
by: Yang, Shuo, et al.
Published: (2025)

Reinforced Preference Optimization for Reasoning-Augmented Recommendations
by: Gao, Jingtong, et al.
Published: (2026)

Multimodal Recommendation via Self-Corrective Preference Alignmen
by: Guan, Yalong, et al.
Published: (2025)

OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
by: Wei, Zhipeng, et al.
Published: (2025)

MPFormer: Adaptive Framework for Industrial Multi-Task Personalized Sequential Retriever
by: Sun, Yijia, et al.
Published: (2025)

QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou
by: Luo, Xinchen, et al.
Published: (2024)

Enhancing Content-based Recommendation via Large Language Model
by: Xu, Wentao, et al.
Published: (2024)

Cross-Domain Sequential Recommendation via Neural Process
by: Li, Haipeng, et al.
Published: (2024)

DADF: A Distribution-Aware Debiasing Framework for Watch-Time Regression in Recommender Systems
by: Yang, Yiqing, et al.
Published: (2026)

RecFlow: An Industrial Full Flow Recommendation Dataset
by: Liu, Qi, et al.
Published: (2024)

Federated Mixture-of-Expert for Non-Overlapped Cross-Domain Sequential Recommendation
by: Liu, Yu, et al.
Published: (2025)

Future Impact Decomposition in Request-level Recommendations
by: Wang, Xiaobei, et al.
Published: (2024)

Break the Inaccessible Boundary: Distilling Post-Conversion Content for User Retention Modeling
by: Ma, Tianbao, et al.
Published: (2026)

HSUGA: LLM-Enhanced Recommendation with Hierarchical Semantic Understanding and Group-Aware Alignment
by: Li, Guorui, et al.
Published: (2026)