ReST: A Plug-and-Play Spatially-Constrained Representation Enhancement Framework for Local-Life Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Jiang, Hao, Zhang, Long, Wang, Guoquan, Yu, Sheng, Zeng, Yang, Zeng, Wencong, Pan, Fei, Jiang, Peng, Zhou, Guorui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025)
by: Jiang, Hao, et al.
Published: (2025)
FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
by: Wang, Guoquan, et al.
Published: (2025)
by: Wang, Guoquan, et al.
Published: (2025)
OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
by: Wei, Zhipeng, et al.
Published: (2025)
by: Wei, Zhipeng, et al.
Published: (2025)
GENPLUGIN: A Plug-and-Play Framework for Long-Tail Generative Recommendation with Exposure Bias Mitigation
by: Yang, Kun, et al.
Published: (2025)
by: Yang, Kun, et al.
Published: (2025)
A Plug-and-play Model-agnostic Embedding Enhancement Approach for Explainable Recommendation
by: Mi, Yunqi, et al.
Published: (2025)
by: Mi, Yunqi, et al.
Published: (2025)
A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation
by: Zhang, Luankang, et al.
Published: (2024)
by: Zhang, Luankang, et al.
Published: (2024)
RePlay: a Recommendation Framework for Experimentation and Production Use
by: Vasilev, Alexey, et al.
Published: (2024)
by: Vasilev, Alexey, et al.
Published: (2024)
CaST-POI: Candidate-Conditioned Spatiotemporal Modeling for Next POI Recommendation
by: Yu, Zhenyu, et al.
Published: (2026)
by: Yu, Zhenyu, et al.
Published: (2026)
LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation
by: Mu, Lingyu, et al.
Published: (2026)
by: Mu, Lingyu, et al.
Published: (2026)
Plug-in Diffusion Model for Sequential Recommendation
by: Ma, Haokai, et al.
Published: (2024)
by: Ma, Haokai, et al.
Published: (2024)
A Unified Framework for Cross-Domain Recommendation
by: Cao, Jiangxia, et al.
Published: (2024)
by: Cao, Jiangxia, et al.
Published: (2024)
Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)
by: Zhang, Xiaoxiong, et al.
Published: (2025)
NAEx: A Plug-and-Play Framework for Explaining Network Alignment
by: Saxena, Shruti, et al.
Published: (2025)
by: Saxena, Shruti, et al.
Published: (2025)
Federated Recommendation via Hybrid Retrieval Augmented Generation
by: Zeng, Huimin, et al.
Published: (2024)
by: Zeng, Huimin, et al.
Published: (2024)
R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems
by: Gu, Hao, et al.
Published: (2025)
by: Gu, Hao, et al.
Published: (2025)
Causality Enhancement for Cross-Domain Recommendation
by: Wu, Zhibo, et al.
Published: (2025)
by: Wu, Zhibo, et al.
Published: (2025)
Dynamic Forgetting and Spatio-Temporal Periodic Interest Modeling for Local-Life Service Recommendation
by: Hu, Zhaoyu, et al.
Published: (2025)
by: Hu, Zhaoyu, et al.
Published: (2025)
Aggregate and Broadcast: Scalable and Efficient Feature Interaction for Recommender Systems
by: Li, Kaiyuan, et al.
Published: (2025)
by: Li, Kaiyuan, et al.
Published: (2025)
Improving Recommendation Fairness via Graph Structure and Representation Augmentation
by: Xu, Tongxin, et al.
Published: (2025)
by: Xu, Tongxin, et al.
Published: (2025)
Re4: Learning to Re-contrast, Re-attend, Re-construct for Multi-interest Recommendation
by: Zhang, Shengyu, et al.
Published: (2022)
by: Zhang, Shengyu, et al.
Published: (2022)
Rethinking Recommendation Paradigms: From Pipelines to Agentic Recommender Systems
by: Hu, Jinxin, et al.
Published: (2026)
by: Hu, Jinxin, et al.
Published: (2026)
Train Once, Deploy Anywhere: Matryoshka Representation Learning for Multimodal Recommendation
by: Wang, Yueqi, et al.
Published: (2024)
by: Wang, Yueqi, et al.
Published: (2024)
Hierarchical Semantic RL: Tackling the Problem of Dynamic Action Space for RL-based Recommendations
by: Wang, Minmao, et al.
Published: (2025)
by: Wang, Minmao, et al.
Published: (2025)
Re-ReST: Reflection-Reinforced Self-Training for Language Agents
by: Dou, Zi-Yi, et al.
Published: (2024)
by: Dou, Zi-Yi, et al.
Published: (2024)
Reward Balancing Revisited: Enhancing Offline Reinforcement Learning for Recommender Systems
by: Shu, Wenzheng, et al.
Published: (2025)
by: Shu, Wenzheng, et al.
Published: (2025)
FITMM: Adaptive Frequency-Aware Multimodal Recommendation via Information-Theoretic Representation Learning
by: Yang, Wei, et al.
Published: (2026)
by: Yang, Wei, et al.
Published: (2026)
Verifiable Reasoning for LLM-based Generative Recommendation
by: Lin, Xinyu, et al.
Published: (2026)
by: Lin, Xinyu, et al.
Published: (2026)
MTGR: Industrial-Scale Generative Recommendation Framework in Meituan
by: Han, Ruidong, et al.
Published: (2025)
by: Han, Ruidong, et al.
Published: (2025)
EBaReT: Expert-guided Bag Reward Transformer for Auto Bidding
by: Li, Kaiyuan, et al.
Published: (2025)
by: Li, Kaiyuan, et al.
Published: (2025)
Multimodal Pre-training Framework for Sequential Recommendation via Contrastive Learning
by: Zhang, Lingzi, et al.
Published: (2023)
by: Zhang, Lingzi, et al.
Published: (2023)
When Relevance Meets Novelty: Dual-Stable Periodic Optimization for Serendipitous Recommendation
by: Lin, Hongxiang, et al.
Published: (2025)
by: Lin, Hongxiang, et al.
Published: (2025)
Multifaceted User Modeling in Recommendation: A Federated Foundation Models Approach
by: Zhang, Chunxu, et al.
Published: (2024)
by: Zhang, Chunxu, et al.
Published: (2024)
Sequential Recommendation with Controllable Diversification: Representation Degeneration and Diversity
by: Fan, Ziwei, et al.
Published: (2023)
by: Fan, Ziwei, et al.
Published: (2023)
Towards Scalable Semantic Representation for Recommendation
by: Zhang, Taolin, et al.
Published: (2024)
by: Zhang, Taolin, et al.
Published: (2024)
Masked Diffusion Generative Recommendation
by: Mu, Lingyu, et al.
Published: (2026)
by: Mu, Lingyu, et al.
Published: (2026)
ManCAR: Manifold-Constrained Latent Reasoning with Adaptive Test-Time Computation for Sequential Recommendation
by: Yang, Kun, et al.
Published: (2026)
by: Yang, Kun, et al.
Published: (2026)
Two-Stage Constrained Actor-Critic for Short Video Recommendation
by: Cai, Qingpeng, et al.
Published: (2023)
by: Cai, Qingpeng, et al.
Published: (2023)
AgenticRS-Architecture: System Design for Agentic Recommender Systems
by: Zhang, Hao, et al.
Published: (2026)
by: Zhang, Hao, et al.
Published: (2026)
On the Embedding Collapse when Scaling up Recommendation Models
by: Guo, Xingzhuo, et al.
Published: (2023)
by: Guo, Xingzhuo, et al.
Published: (2023)
Federated Adaptation for Foundation Model-based Recommendations
by: Zhang, Chunxu, et al.
Published: (2024)
by: Zhang, Chunxu, et al.
Published: (2024)
Similar Items
-
LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025) -
FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
by: Wang, Guoquan, et al.
Published: (2025) -
OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
by: Wei, Zhipeng, et al.
Published: (2025) -
GENPLUGIN: A Plug-and-Play Framework for Long-Tail Generative Recommendation with Exposure Bias Mitigation
by: Yang, Kun, et al.
Published: (2025) -
A Plug-and-play Model-agnostic Embedding Enhancement Approach for Explainable Recommendation
by: Mi, Yunqi, et al.
Published: (2025)