Why is Normalization Necessary for Linear Recommenders?
Fuente:
arXiv
Saved in:
| Main Authors: | Park, Seongmin, Yoon, Mincheol, Kim, Hye-young, Lee, Jongwuk |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Temporal Linear Item-Item Model for Sequential Recommendation
by: Park, Seongmin, et al.
Published: (2024)
by: Park, Seongmin, et al.
Published: (2024)
MUFFIN: Mixture of User-Adaptive Frequency Filtering for Sequential Recommendation
by: Baek, Ilwoong, et al.
Published: (2025)
by: Baek, Ilwoong, et al.
Published: (2025)
Enhancing Time Awareness in Generative Recommendation
by: Lee, Sunkyung, et al.
Published: (2025)
by: Lee, Sunkyung, et al.
Published: (2025)
ACE: Anisotropy-Controllable Embedding for LLM-enhanced Sequential Recommendation
by: Lee, Dongcheol, et al.
Published: (2026)
by: Lee, Dongcheol, et al.
Published: (2026)
Multi-intent-aware Session-based Recommendation
by: Choi, Minjin, et al.
Published: (2024)
by: Choi, Minjin, et al.
Published: (2024)
Linear Item-Item Model with Neural Knowledge for Session-based Recommendation
by: Choi, Minjin, et al.
Published: (2025)
by: Choi, Minjin, et al.
Published: (2025)
LLM-Enhanced Linear Autoencoders for Recommendation
by: Moon, Jaewan, et al.
Published: (2025)
by: Moon, Jaewan, et al.
Published: (2025)
DIFF: Dual Side-Information Filtering and Fusion for Sequential Recommendation
by: Kim, Hye-young, et al.
Published: (2025)
by: Kim, Hye-young, et al.
Published: (2025)
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences
by: Kook, Heejin, et al.
Published: (2025)
by: Kook, Heejin, et al.
Published: (2025)
MergeRec: Model Merging for Data-Isolated Cross-Domain Sequential Recommendation
by: Kim, Hyunsoo, et al.
Published: (2026)
by: Kim, Hyunsoo, et al.
Published: (2026)
GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion
by: Lee, Sunkyung, et al.
Published: (2025)
by: Lee, Sunkyung, et al.
Published: (2025)
MARS: Matching Attribute-aware Representations for Text-based Sequential Recommendation
by: Kim, Hyunsoo, et al.
Published: (2024)
by: Kim, Hyunsoo, et al.
Published: (2024)
Pacer and Runner: Cooperative Learning Framework between Single- and Cross-Domain Sequential Recommendation
by: Park, Chung, et al.
Published: (2024)
by: Park, Chung, et al.
Published: (2024)
GLEN: Generative Retrieval via Lexical Index Learning
by: Lee, Sunkyung, et al.
Published: (2023)
by: Lee, Sunkyung, et al.
Published: (2023)
Multi-Granularity Guided Fusion-in-Decoder
by: Choi, Eunseong, et al.
Published: (2024)
by: Choi, Eunseong, et al.
Published: (2024)
Multi-view-guided Passage Reranking with Large Language Models
by: Na, Jeongwoo, et al.
Published: (2025)
by: Na, Jeongwoo, et al.
Published: (2025)
Is Contrastive Learning Necessary? A Study of Data Augmentation vs Contrastive Learning in Sequential Recommendation
by: Zhou, Peilin, et al.
Published: (2024)
by: Zhou, Peilin, et al.
Published: (2024)
Are ID Embeddings Necessary? Whitening Pre-trained Text Embeddings for Effective Sequential Recommendation
by: Zhang, Lingzi, et al.
Published: (2024)
by: Zhang, Lingzi, et al.
Published: (2024)
Why These Documents? Explainable Generative Retrieval with Hierarchical Category Paths
by: Lee, Sangam, et al.
Published: (2024)
by: Lee, Sangam, et al.
Published: (2024)
From Relevance to Authority: Authority-aware Generative Retrieval in Web Search Engines
by: Lee, Sunkyung, et al.
Published: (2026)
by: Lee, Sunkyung, et al.
Published: (2026)
Exploiting Fine-Grained Skip Behaviors for Micro-Video Recommendation
by: Lee, Sanghyuck, et al.
Published: (2025)
by: Lee, Sanghyuck, et al.
Published: (2025)
Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
by: Kim, Sein, et al.
Published: (2026)
by: Kim, Sein, et al.
Published: (2026)
C$^3$: Capturing Consensus with Contrastive Learning in Group Recommendation
by: Kim, Soyoung, et al.
Published: (2025)
by: Kim, Soyoung, et al.
Published: (2025)
MVIGER: Multi-View Variational Integration of Complementary Knowledge for Generative Recommender
by: Kim, Tongyoung, et al.
Published: (2024)
by: Kim, Tongyoung, et al.
Published: (2024)
Why Not Together? A Multiple-Round Recommender System for Queries and Items
by: Jin, Jiarui, et al.
Published: (2024)
by: Jin, Jiarui, et al.
Published: (2024)
Token-Efficient Item Representation via Images for LLM Recommender Systems
by: Kim, Kibum, et al.
Published: (2025)
by: Kim, Kibum, et al.
Published: (2025)
Why Generate When You Can Transform? Unleashing Generative Attention for Dynamic Recommendation
by: Liu, Yuli, et al.
Published: (2025)
by: Liu, Yuli, et al.
Published: (2025)
Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation
by: Zhang, Luankang, et al.
Published: (2026)
by: Zhang, Luankang, et al.
Published: (2026)
MADREC: A Multi-Aspect Driven LLM Agent for Explainable and Adaptive Recommendation
by: Park, Jiin, et al.
Published: (2025)
by: Park, Jiin, et al.
Published: (2025)
Accurate and Diverse Recommendations via Propensity-Weighted Linear Autoencoders
by: Onishi, Kazuma, et al.
Published: (2025)
by: Onishi, Kazuma, et al.
Published: (2025)
Stop Playing the Guessing Game! Target-free User Simulation for Evaluating Conversational Recommender Systems
by: Kim, Sunghwan, et al.
Published: (2024)
by: Kim, Sunghwan, et al.
Published: (2024)
Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios
by: Kim, Jiwan, et al.
Published: (2025)
by: Kim, Jiwan, et al.
Published: (2025)
Behavior-Dependent Linear Recurrent Units for Efficient Sequential Recommendation
by: Liu, Chengkai, et al.
Published: (2024)
by: Liu, Chengkai, et al.
Published: (2024)
Anchored Alignment: Preventing Positional Collapse in Multimodal Recommender Systems
by: Jeong, Yonghun, et al.
Published: (2026)
by: Jeong, Yonghun, et al.
Published: (2026)
SPRINT: Scalable and Predictive Intent Refinement for LLM-Enhanced Session-based Recommendation
by: Lee, Gyuseok, et al.
Published: (2025)
by: Lee, Gyuseok, et al.
Published: (2025)
FuXi-Linear: Unleashing the Power of Linear Attention in Long-term Time-aware Sequential Recommendation
by: Ye, Yufei, et al.
Published: (2026)
by: Ye, Yufei, et al.
Published: (2026)
Personalized Federated Recommendation With Knowledge Guidance
by: Lim, Jaehyung, et al.
Published: (2025)
by: Lim, Jaehyung, et al.
Published: (2025)
Similarity-Guided Diffusion for Contrastive Sequential Recommendation
by: Choi, Jinkyeong, et al.
Published: (2025)
by: Choi, Jinkyeong, et al.
Published: (2025)
Offline Reasoning for Efficient Recommendation: LLM-Empowered Persona-Profiled Item Indexing
by: Kim, Deogyong, et al.
Published: (2026)
by: Kim, Deogyong, et al.
Published: (2026)
LinRec: Linear Attention Mechanism for Long-term Sequential Recommender Systems
by: Liu, Langming, et al.
Published: (2024)
by: Liu, Langming, et al.
Published: (2024)
Similar Items
-
Temporal Linear Item-Item Model for Sequential Recommendation
by: Park, Seongmin, et al.
Published: (2024) -
MUFFIN: Mixture of User-Adaptive Frequency Filtering for Sequential Recommendation
by: Baek, Ilwoong, et al.
Published: (2025) -
Enhancing Time Awareness in Generative Recommendation
by: Lee, Sunkyung, et al.
Published: (2025) -
ACE: Anisotropy-Controllable Embedding for LLM-enhanced Sequential Recommendation
by: Lee, Dongcheol, et al.
Published: (2026) -
Multi-intent-aware Session-based Recommendation
by: Choi, Minjin, et al.
Published: (2024)