Cover Image

RecCocktail: A Generalizable and Efficient Framework for LLM-Based Recommendation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hou, Min, Bai, Chenxi, Wu, Le, Liu, Hao, Zhang, Kai, Liu, Weiwen, Hong, Richang, Tang, Ruiming, Wang, Meng
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

WeaveRec: An LLM-Based Cross-Domain Sequential Recommendation Framework with Model Merging
by: Hou, Min, et al.
Published: (2025)

Multimodality Invariant Learning for Multimedia-Based New Item Recommendation
by: Bai, Haoyue, et al.
Published: (2024)

LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations
by: Gao, Jingtong, et al.
Published: (2024)

MuonRec: Shifting the Optimizer Paradigm Beyond Adam in Scalable Generative Recommendation
by: Shan, Rong, et al.
Published: (2026)

D2K: Turning Historical Data into Retrievable Knowledge for Recommender Systems
by: Qin, Jiarui, et al.
Published: (2024)

An Efficient LLM-based Evolutional Recommendation with Locate-Forget-Update Paradigm
by: Liu, Hao, et al.
Published: (2025)

All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era
by: Chen, Bo, et al.
Published: (2024)

Double Correction Framework for Denoising Recommendation
by: He, Zhuangzhuang, et al.
Published: (2024)

RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation
by: Zhou, Sashuai, et al.
Published: (2025)

Graph Bottlenecked Social Recommendation
by: Yang, Yonghui, et al.
Published: (2024)

Less is More: Information Bottleneck Denoised Multimedia Recommendation
by: Yang, Yonghui, et al.
Published: (2025)

UniRec: Unified Multimodal Encoding for LLM-Based Recommendations
by: Lei, Zijie, et al.
Published: (2026)

ELCoRec: Enhance Language Understanding with Co-Propagation of Numerical and Categorical Features for Recommendation
by: Chen, Jizheng, et al.
Published: (2024)

HyMiRec: A Hybrid Multi-interest Learning Framework for LLM-based Sequential Recommendation
by: Zhou, Jingyi, et al.
Published: (2025)

RecRankerEval: A Flexible and Extensible Framework for Top-k LLM-based Recommendation
by: Meng, Zeyuan, et al.
Published: (2025)

A Survey on Generative Recommendation: Data, Model, and Tasks
by: Hou, Min, et al.
Published: (2025)

Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding
by: Xi, Yunjia, et al.
Published: (2024)

Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
by: Wang, Yu, et al.
Published: (2025)

Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models
by: Xi, Yunjia, et al.
Published: (2024)

LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations
by: Zhang, Wenlin, et al.
Published: (2024)

MemoCRS: Memory-enhanced Sequential Conversational Recommender Systems with Large Language Models
by: Xi, Yunjia, et al.
Published: (2024)

Play to Your Strengths: Collaborative Intelligence of Conventional Recommender Models and Large Language Models
by: Xi, Yunjia, et al.
Published: (2024)

Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark
by: Li, Xiaopeng, et al.
Published: (2024)

RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation
by: Yu, Xiaohan, et al.
Published: (2024)

END4Rec: Efficient Noise-Decoupling for Multi-Behavior Sequential Recommendation
by: Han, Yongqiang, et al.
Published: (2024)

Invariance Matters: Empowering Social Recommendation via Graph Invariant Learning
by: Yang, Yonghui, et al.
Published: (2025)

MiniRec: Data-Efficient Reinforcement Learning for LLM-based Recommendation
by: Wang, Lin, et al.
Published: (2026)

OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025)

Quantized Inference for OneRec-V2
by: Su, Yi, et al.
Published: (2026)

TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model
by: Fan, Hao, et al.
Published: (2024)

DiscRec: Disentangled Semantic-Collaborative Modeling for Generative Recommendation
by: Liu, Chang, et al.
Published: (2025)

Selective Mixup for Debiasing Question Selection in Computerized Adaptive Testing
by: Tian, Mi, et al.
Published: (2025)

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
by: Shang, Yu, et al.
Published: (2025)

RaSeRec: Retrieval-Augmented Sequential Recommendation
by: Zhao, Xinping, et al.
Published: (2024)

LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation
by: Li, Yunzhe, et al.
Published: (2025)

Mamba4Rec: Towards Efficient Sequential Recommendation with Selective State Space Models
by: Liu, Chengkai, et al.
Published: (2024)

LLMGreenRec: LLM-Based Multi-Agent Recommender System for Sustainable E-Commerce
by: Nguyen, Hao N., et al.
Published: (2026)

DaRec: A Disentangled Alignment Framework for Large Language Model and Recommender System
by: Yang, Xihong, et al.
Published: (2024)

Mitigating Recommendation Biases via Group-Alignment and Global-Uniformity in Representation Learning
by: Cai, Miaomiao, et al.
Published: (2025)

LLMDiRec: LLM-Enhanced Intent Diffusion for Sequential Recommendation
by: Chen, Bo-Chian, et al.
Published: (2025)