Browse State-of-the-Art › Recommendation Systems › Papers, page 21

Recommendation Systems

Papers archive 2025-07-28

archive papers tagged: 6,047 · with a code link: 1,997 · where Syntology ran a sample: 330 (280 with a run with no instrument failure, 50 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (330 of 6,047 tagged: 280 with a run with no instrument failure, 50 where every run was a failure of Syntology's instrument)

Page 21 of 61: papers 2,001 to 2,100 of 6,047, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Similarity-Guided Diffusion for Contrastive Sequential Recommendation
  16 Jul 2025 0 repositories listed
• Journalism-Guided Agentic In-Context Learning for News Stance Detection
  15 Jul 2025 0 repositories listed
• LLM-Stackelberg Games: Conjectural Reasoning Equilibria and Their Applications to Spearphishing
  12 Jul 2025 0 repositories listed
• When Graph Contrastive Learning Backfires: Spectral Vulnerability and Defense in Recommendation
  10 Jul 2025 0 repositories listed
• A Language-Driven Framework for Improving Personalized Recommendations: Merging LLMs with Traditional Algorithms
  9 Jul 2025 0 repositories listed
• GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models
  9 Jul 2025 0 repositories listed
• Detecting and Mitigating Reward Hacking in Reinforcement Learning Systems: A Comprehensive Empirical Study
  8 Jul 2025 0 repositories listed
• Graph Learning
  8 Jul 2025 0 repositories listed
• Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations
  8 Jul 2025 0 repositories listed
• An analysis of vision-language models for fabric retrieval
  7 Jul 2025 0 repositories listed
• Interest Networks (iNETs) for Cities: Cross-Platform Insights and Urban Behavior Explanations
  7 Jul 2025 0 repositories listed
• LumiCRS: Asymmetric Contrastive Prototype Learning for Long-Tail Conversational Movie Recommendation
  7 Jul 2025 0 repositories listed
• BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization
  6 Jul 2025 0 repositories listed
• The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems
  2 Jul 2025 0 repositories listed
• Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System
  1 Jul 2025 0 repositories listed
• ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation
  27 Jun 2025 0 repositories listed
• Interact2Vec -- An efficient neural network-based model for simultaneously learning users and items embeddings in recommender systems
  27 Jun 2025 0 repositories listed
• A Literature Review on Simulation in Conversational Recommender Systems
  25 Jun 2025 0 repositories listed
• Exploring Graph-Transformer Out-of-Distribution Generalization Abilities
  25 Jun 2025 0 repositories listed
• LettinGo: Explore User Profile Generation for Recommendation System
  23 Jun 2025 0 repositories listed
• Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems
  21 Jun 2025 0 repositories listed
• A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation
  20 Jun 2025 0 repositories listed
• Empowering Graph-based Approximate Nearest Neighbor Search with Adaptive Awareness Capabilities
  19 Jun 2025 0 repositories listed
• Relational Deep Learning: Challenges, Foundations and Next-Generation Architectures
  19 Jun 2025 0 repositories listed
• SEP-GCN: Leveraging Similar Edge Pairs with Temporal and Spatial Contexts for Location-Based Recommender Systems
  19 Jun 2025 0 repositories listed
• A Systematic Replicability and Comparative Study of BSARec and SASRec for Sequential Recommendation
  17 Jun 2025 0 repositories listed
• ImpReSS: Implicit Recommender System for Support Conversations
  17 Jun 2025 0 repositories listed
• Navigating the Black Box: Leveraging LLMs for Effective Text-Level Graph Injection Attacks
  16 Jun 2025 0 repositories listed
• OneRec Technical Report
  16 Jun 2025 0 repositories listed
• A Transfer Learning Framework for Multilayer Networks via Model Averaging
  14 Jun 2025 0 repositories listed
• CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models
  14 Jun 2025 0 repositories listed
• Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems
  13 Jun 2025 0 repositories listed
• Generative Representational Learning of Foundation Models for Recommendation
  13 Jun 2025 0 repositories listed
• Learn to Preserve Personality: Federated Foundation Models in Recommendations
  13 Jun 2025 0 repositories listed
• Graph-MLLM: Harnessing Multimodal Large Language Models for Multimodal Graph Learning
  12 Jun 2025 0 repositories listed
• Macro Graph of Experts for Billion-Scale Multi-Task Recommendation
  12 Jun 2025 0 repositories listed
• Bayesian Probabilistic Matrix Factorization
  11 Jun 2025 0 repositories listed
• Rule-Assisted Attribute Embedding
  10 Jun 2025 0 repositories listed
• Single-Node Trigger Backdoor Attacks in Graph-Based Recommendation Systems
  10 Jun 2025 0 repositories listed
• Serendipitous Recommendation with Multimodal LLM
  9 Jun 2025 0 repositories listed
• Recommender systems, stigmergy, and the tyranny of popularity
  6 Jun 2025 0 repositories listed
• PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation
  5 Jun 2025 0 repositories listed
• Universal Reusability in Recommender Systems: The Case for Dataset- and Task-Independent Frameworks
  3 Jun 2025 0 repositories listed
• Modeling and Optimizing User Preferences in AI Copilots: A Comprehensive Survey and Taxonomy
  28 May 2025 0 repositories listed
• NOCL: Node-Oriented Conceptualization LLM for Graph Tasks without Message Passing
  28 May 2025 0 repositories listed
• Pre-training for Recommendation Unlearning
  28 May 2025 0 repositories listed
• Yambda-5B -- A Large-Scale Multi-modal Dataset for Ranking And Retrieval
  28 May 2025 0 repositories listed
• Bridging the Gap: Self-Optimized Fine-Tuning for LLM-based Recommender Systems
  27 May 2025 0 repositories listed
• GGBond: Growing Graph-Based AI-Agent Society for Socially-Aware Recommender Simulation
  27 May 2025 0 repositories listed
• What LLMs Miss in Recommendations: Bridging the Gap with Retrieval-Augmented Collaborative Signals
  27 May 2025 0 repositories listed
• AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
  26 May 2025 0 repositories listed
• Catoni-Style Change Point Detection for Regret Minimization in Non-Stationary Heavy-Tailed Bandits
  26 May 2025 0 repositories listed
• Fairness Practices in Industry: A Case Study in Machine Learning Teams Building Recommender Systems
  26 May 2025 0 repositories listed
• Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model
  26 May 2025 0 repositories listed
• Improving Recommendation Fairness without Sensitive Attributes Using Multi-Persona LLMs
  26 May 2025 0 repositories listed
• Leveraging Descriptions of Emotional Preferences in Recommender Systems
  26 May 2025 0 repositories listed
• Light distillation for Incremental Graph Convolution Collaborative Filtering
  26 May 2025 0 repositories listed
• MedDreamer: Model-Based Reinforcement Learning with Latent Imagination on Complex EHRs for Clinical Decision Support
  26 May 2025 0 repositories listed
• Lightweight Embeddings with Graph Rewiring for Collaborative Filtering
  25 May 2025 0 repositories listed
• Reinforced Latent Reasoning for LLM-based Recommendation
  25 May 2025 0 repositories listed
• Reinforcement Speculative Decoding for Fast Ranking
  23 May 2025 0 repositories listed
• A Novel Generative Model with Causality Constraint for Mitigating Biases in Recommender Systems
  22 May 2025 0 repositories listed
• Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation
  22 May 2025 0 repositories listed
• Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems
  22 May 2025 0 repositories listed
• Conf-GNNRec: Quantifying and Calibrating the Prediction Confidence for GNN-based Recommendation Methods
  22 May 2025 0 repositories listed
• DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation
  22 May 2025 0 repositories listed
• Emotion-based Recommender System
  22 May 2025 0 repositories listed
• LARES: Latent Reasoning for Sequential Recommendation
  22 May 2025 0 repositories listed
• MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets
  22 May 2025 0 repositories listed
• Field Matters: A lightweight LLM-enhanced Method for CTR Prediction
  20 May 2025 0 repositories listed
• High-dimensional Nonparametric Contextual Bandit Problem
  20 May 2025 0 repositories listed
• The Limits of Graph Samplers for Training Inductive Recommender Systems: Extended results
  20 May 2025 0 repositories listed
• TranSUN: A Preemptive Paradigm to Eradicate Retransformation Bias Intrinsically from Regression Models in Recommender Systems
  20 May 2025 0 repositories listed
• Recommender Systems for Democracy: Toward Adversarial Robustness in Voting Advice Applications
  19 May 2025 0 repositories listed
• Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion
  19 May 2025 0 repositories listed
• LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems
  18 May 2025 0 repositories listed
• LLM-CoT Enhanced Graph Neural Recommendation with Harmonized Group Policy Optimization
  18 May 2025 0 repositories listed
• Conversational Recommendation System using NLP and Sentiment Analysis
  17 May 2025 0 repositories listed
• Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM
  16 May 2025 0 repositories listed
• Who You Are Matters: Bridging Topics and Social Roles via LLM-Enhanced Logical Recommendation
  16 May 2025 0 repositories listed Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
• From Intent Discovery to Recognition with Topic Modeling and Synthetic Data
  16 May 2025 0 repositories listed
• On the Role of Weight Decay in Collaborative Filtering: A Popularity Perspective
  16 May 2025 0 repositories listed
• Fuck the Algorithm: Conceptual Issues in Algorithmic Bias
  16 May 2025 0 repositories listed
• GSPRec: Temporal-Aware Graph Spectral Filtering for Recommendation
  15 May 2025 0 repositories listed
• A Survey on Large Language Models in Multimodal Recommender Systems
  14 May 2025 0 repositories listed
• Diffusion Recommender Models and the Illusion of Progress: A Concerning Study of Reproducibility and a Conceptual Mismatch
  14 May 2025 0 repositories listed
• Display Content, Display Methods and Evaluation Methods of the HCI in Explainable Recommender Systems: A Survey
  14 May 2025 0 repositories listed
• GlobalMood: A cross-cultural benchmark for music emotion recognition
  14 May 2025 0 repositories listed
• HMamba: Hyperbolic Mamba for Sequential Recommendation
  14 May 2025 0 repositories listed
• Item Level Exploration Traffic Allocation in Large-scale Recommendation Systems
  14 May 2025 0 repositories listed
• Interest Changes: Considering User Interest Life Cycle in Recommendation System
  13 May 2025 0 repositories listed
• A Generative Re-ranking Model for List-level Multi-objective Optimization at Taobao
  12 May 2025 0 repositories listed
• DARLR: Dual-Agent Offline Reinforcement Learning for Recommender Systems with Dynamic Reward
  12 May 2025 0 repositories listed
• Diffusion-driven SpatioTemporal Graph KANsformer for Medical Examination Recommendation
  12 May 2025 0 repositories listed
• Optimizing Recommendations using Fine-Tuned LLMs
  11 May 2025 0 repositories listed
• Burger: Robust Graph Denoising-augmentation Fusion and Multi-semantic Modeling in Social Recommendation
  10 May 2025 0 repositories listed
• RuleGenie: SIEM Detection Rule Set Optimization
  10 May 2025 0 repositories listed
• Hybrid Personalization Using Declarative and Procedural Memory Modules of the Cognitive Architecture ACT-R
  8 May 2025 0 repositories listed
• Stealthy LLM-Driven Data Poisoning Attacks Against Embedding-Based Retrieval-Augmented Recommender Systems
  8 May 2025 0 repositories listed
• The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations
  8 May 2025 0 repositories listed

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.