MCLMR: A Model-Agnostic Causal Learning Framework for Multi-Behavior Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Ranxu, Meng, Junjie, Sun, Ying, Xu, Ziqi, Yin, Bing, Li, Hao, Zhang, Yanyong, Wang, Chao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation
by: Ma, Chenglong, et al.
Published: (2025)
by: Ma, Chenglong, et al.
Published: (2025)
HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation
by: Deng, Hao, et al.
Published: (2025)
by: Deng, Hao, et al.
Published: (2025)
CreAgent: Towards Long-Term Evaluation of Recommender System under Platform-Creator Information Asymmetry
by: Ye, Xiaopeng, et al.
Published: (2025)
by: Ye, Xiaopeng, et al.
Published: (2025)
Diagnosing LLM-based Rerankers in Cold-Start Recommender Systems: Coverage, Exposure and Practical Mitigations
by: Lemdiasova, Ekaterina, et al.
Published: (2026)
by: Lemdiasova, Ekaterina, et al.
Published: (2026)
GradCraft: Elevating Multi-task Recommendations through Holistic Gradient Crafting
by: Bai, Yimeng, et al.
Published: (2024)
by: Bai, Yimeng, et al.
Published: (2024)
CSMF: Cascaded Selective Mask Fine-Tuning for Multi-Objective Embedding-Based Retrieval
by: Deng, Hao, et al.
Published: (2025)
by: Deng, Hao, et al.
Published: (2025)
Disagreement as Signals: Dual-view Calibration for Sequential Recommendation Denoising
by: Li, Sijia, et al.
Published: (2026)
by: Li, Sijia, et al.
Published: (2026)
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)
Text-like Encoding of Collaborative Information in Large Language Models for Recommendation
by: Zhang, Yang, et al.
Published: (2024)
by: Zhang, Yang, et al.
Published: (2024)
Online Item Cold-Start Recommendation with Popularity-Aware Meta-Learning
by: Luo, Yunze, et al.
Published: (2024)
by: Luo, Yunze, et al.
Published: (2024)
Hyena Operator for Fast Sequential Recommendation
by: Liu, Jiahao, et al.
Published: (2026)
by: Liu, Jiahao, et al.
Published: (2026)
Generating Query Recommendations via LLMs
by: Bacciu, Andrea, et al.
Published: (2024)
by: Bacciu, Andrea, et al.
Published: (2024)
Graph Reasoning for Explainable Cold Start Recommendation
by: Frej, Jibril, et al.
Published: (2024)
by: Frej, Jibril, et al.
Published: (2024)
Value Function Decomposition in Markov Recommendation Process
by: Wang, Xiaobei, et al.
Published: (2025)
by: Wang, Xiaobei, et al.
Published: (2025)
Future Impact Decomposition in Request-level Recommendations
by: Wang, Xiaobei, et al.
Published: (2024)
by: Wang, Xiaobei, et al.
Published: (2024)
The Layout Is the Model: On Action-Item Coupling in Generative Recommendation
by: Wei, Xiaokai, et al.
Published: (2025)
by: Wei, Xiaokai, et al.
Published: (2025)
UniGRec: Unified Generative Recommendation with Soft Identifiers for End-to-End Optimization
by: Li, Jialei, et al.
Published: (2026)
by: Li, Jialei, et al.
Published: (2026)
LabelCraft: Empowering Short Video Recommendations with Automated Label Crafting
by: Bai, Yimeng, et al.
Published: (2023)
by: Bai, Yimeng, et al.
Published: (2023)
MIND Your Language: A Multilingual Dataset for Cross-lingual News Recommendation
by: Iana, Andreea, et al.
Published: (2024)
by: Iana, Andreea, et al.
Published: (2024)
RAD-DPO: Robust Adaptive Denoising Direct Preference Optimization for Generative Retrieval in E-commerce
by: Chen, Zhiguo, et al.
Published: (2026)
by: Chen, Zhiguo, et al.
Published: (2026)
ESANS: Effective and Semantic-Aware Negative Sampling for Large-Scale Retrieval Systems
by: Xing, Haibo, et al.
Published: (2025)
by: Xing, Haibo, et al.
Published: (2025)
Multi-Tower Multi-Interest Recommendation with User Representation Repel
by: Xiong, Tianyu, et al.
Published: (2024)
by: Xiong, Tianyu, et al.
Published: (2024)
Multi-Granularity Distribution Modeling for Video Watch Time Prediction via Exponential-Gaussian Mixture Network
by: Zhao, Xu, et al.
Published: (2025)
by: Zhao, Xu, et al.
Published: (2025)
Effective Diversification of Multi-Carousel Book Recommendation
by: Wilten, Daniël, et al.
Published: (2025)
by: Wilten, Daniël, et al.
Published: (2025)
From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark
by: Song, Yanglong, et al.
Published: (2026)
by: Song, Yanglong, et al.
Published: (2026)
An Intrinsic Framework of Information Retrieval Evaluation Measures
by: Giner, Fernando
Published: (2023)
by: Giner, Fernando
Published: (2023)
Comprehensive List Generation for Multi-Generator Reranking
by: Yang, Hailan, et al.
Published: (2025)
by: Yang, Hailan, et al.
Published: (2025)
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora
by: Iannelli, Michael
Published: (2024)
by: Iannelli, Michael
Published: (2024)
GPT4Rec: Graph Prompt Tuning for Streaming Recommendation
by: Zhang, Peiyan, et al.
Published: (2024)
by: Zhang, Peiyan, et al.
Published: (2024)
MIRA: An LLM-Assisted Benchmark for Multi-Category Integrated Retrieval
by: Türkmen, Mehmet Deniz, et al.
Published: (2026)
by: Türkmen, Mehmet Deniz, et al.
Published: (2026)
Is Sliding Window All You Need? An Open Framework for Long-Sequence Recommendation
by: Chakrabarty, Sayak, et al.
Published: (2026)
by: Chakrabarty, Sayak, et al.
Published: (2026)
A Brief Comparison of Training-Free Multi-Vector Sequence Compression Methods
by: Jha, Rohan, et al.
Published: (2026)
by: Jha, Rohan, et al.
Published: (2026)
TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems
by: Zhang, Peiyan, et al.
Published: (2023)
by: Zhang, Peiyan, et al.
Published: (2023)
Multi-stage Large Language Model Pipelines Can Outperform GPT-4o in Relevance Assessment
by: Schnabel, Julian A., et al.
Published: (2025)
by: Schnabel, Julian A., et al.
Published: (2025)
Train Once, Use Flexibly: A Modular Framework for Multi-Aspect Neural News Recommendation
by: Iana, Andreea, et al.
Published: (2023)
by: Iana, Andreea, et al.
Published: (2023)
Modeling Stage-wise Evolution of User Interests for News Recommendation
by: Cheng, Zhiyong, et al.
Published: (2026)
by: Cheng, Zhiyong, et al.
Published: (2026)
Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models
by: Liu, Fan, et al.
Published: (2023)
by: Liu, Fan, et al.
Published: (2023)
Enhancing Music Recommendation with User Mood Input
by: Zeng, Terence
Published: (2026)
by: Zeng, Terence
Published: (2026)
I$^3$-MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation
by: Chen, Huilin, et al.
Published: (2025)
by: Chen, Huilin, et al.
Published: (2025)
Beyond the Flat Sequence: Hierarchical and Preference-Aware Generative Recommendations
by: Chen, Zerui, et al.
Published: (2026)
by: Chen, Zerui, et al.
Published: (2026)
Similar Items
-
PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation
by: Ma, Chenglong, et al.
Published: (2025) -
HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation
by: Deng, Hao, et al.
Published: (2025) -
CreAgent: Towards Long-Term Evaluation of Recommender System under Platform-Creator Information Asymmetry
by: Ye, Xiaopeng, et al.
Published: (2025) -
Diagnosing LLM-based Rerankers in Cold-Start Recommender Systems: Coverage, Exposure and Practical Mitigations
by: Lemdiasova, Ekaterina, et al.
Published: (2026) -
GradCraft: Elevating Multi-task Recommendations through Holistic Gradient Crafting
by: Bai, Yimeng, et al.
Published: (2024)