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Awesome Agent RecSys Papers

Table of Contents

Related Survey

Paper Venue Year
test arXiv 2023

LLM Agent for Recommender Systems

Profile Component

Model Name Paper Venue Year Code
Agent4Rec On Generative Agents in Recommendation SIGIR 2024 Code
RecAgent User Behavior Simulation with Large Language Model based Agents arxiv 2023 N/A
MACRec MACRec: a Multi-Agent Collaboration Framework for Recommendation arxiv 2024 Code
RecLLM Leveraging Large Language Models in Conversational Recommender Systems arxiv 2023 N/A
SUBER SUBER: An RL Environment with Simulated Human Behavior for Recommender Systems openreview 2024 Code
CSHI A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems arxiv 2024 Code
N/A Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation NAACL 2024 Code
MedAgent-Zero Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents arxiv 2024 N/A
MACRS A Multi-Agent Conversational Recommender System arxiv 2024 N/A
Rec4Agentverse Prospect Personalized Recommendation on Large Language Model-based Agent Platform arxiv 2024 Code
AutoConcierge Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogs PADL 2024 N/A
AgentCF AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems WWW 2024 Code

Memory Component

Model Name Paper Venue Year Code
AgentCF AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems WWW 2024 Code
Agent4Rec On Generative Agents in Recommendation SIGIR 2024 Code
RecAgent User Behavior Simulation with Large Language Model based Agents arxiv 2023 N/A
InteRecAgent Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations arxiv 2023 Code
CSHI A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems arxiv 2024 Code
MedAgent-Zero Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents arxiv 2024 N/A
RecMind RecMind: Large Language Model Powered Agent For Recommendation arxiv 2023 N/A
SUBER SUBER: An RL Environment with Simulated Human Behavior for Recommender Systems openreview 2024 Code
BiLLP Large Language Models are Learnable Planners for Long-Term Recommendation SIGIR 2024 Code
AutoConcierge Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogs PADL 2024 N/A
LLM4Rerank LLM-enhanced Reranking in Recommender Systems arxiv 2024 N/A
MACRS A Multi-Agent Conversational Recommender System arxiv 2024 N/A

Planning Component

Model Name Paper Venue Year Code
Agent4Rec On Generative Agents in Recommendation SIGIR 2024 Code
MACRec MACRec: a Multi-Agent Collaboration Framework for Recommendation arxiv 2024 Code
RecLLM Leveraging Large Language Models in Conversational Recommender Systems arxiv 2023 N/A
CSHI A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems arxiv 2024 Code
MedAgent-Zero Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents arxiv 2024 N/A
MACRS A Multi-Agent Conversational Recommender System arxiv 2024 N/A
Rec4Agentverse Prospect Personalized Recommendation on Large Language Model-based Agent Platform arxiv 2024 Code
AutoConcierge Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogs PADL 2024 N/A
AgentCF AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems WWW 2024 Code
InteRecAgent Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations arxiv 2023 Code
RecMind RecMind: Large Language Model Powered Agent For Recommendation arxiv 2023 N/A
BiLLP Large Language Models are Learnable Planners for Long-Term Recommendation SIGIR 2024 Code
LLM4Rerank LLM-enhanced Reranking in Recommender Systems arxiv 2024 N/A
DRDT DRDT: DYNAMIC REFLECTION WITH DIVERGENT THINKING FOR LLM-BASED SEQUENTIAL RECOMMENDATION arxiv 2023 N/A
RAH RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents IEEE 2024 Code
ToolRec Let Me Do It For You: Towards LLM Empowered Recommendation via Tool Learning SIGIR 2024 Code
CoSearchAgent CoSearchAgent: A Lightweight Collaborative Search Agent with Large Language Models SIGIR 2024 Code

Action Component

Model Name Paper Venue Year Code
Agent4Rec On Generative Agents in Recommendation SIGIR 2024 Code
RecAgent User Behavior Simulation with Large Language Model based Agents arxiv 2023 N/A
MACRec MACRec: a Multi-Agent Collaboration Framework for Recommendation arxiv 2024 Code
RecLLM Leveraging Large Language Models in Conversational Recommender Systems arxiv 2023 N/A
CSHI A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems arxiv 2024 Code
MedAgent-Zero Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents arxiv 2024 N/A
MACRS A Multi-Agent Conversational Recommender System arxiv 2024 N/A
AgentCF AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems WWW 2024 Code
InteRecAgent Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations arxiv 2023 Code
RecMind RecMind: Large Language Model Powered Agent For Recommendation arxiv 2023 N/A
LLM4Rerank LLM-enhanced Reranking in Recommender Systems arxiv 2024 N/A
RAH RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents IEEE 2024 Code
ToolRec Let Me Do It For You: Towards LLM Empowered Recommendation via Tool Learning SIGIR 2024 Code

Multi-Agent

Model Name Paper Venue Year Code
Agent4Rec On Generative Agents in Recommendation SIGIR 2024 Code
RecAgent User Behavior Simulation with Large Language Model based Agents arxiv 2023 N/A
MACRec MACRec: a Multi-Agent Collaboration Framework for Recommendation arxiv 2024 Code
MACRS A Multi-Agent Conversational Recommender System arxiv 2024 N/A
Rec4Agentverse Prospect Personalized Recommendation on Large Language Model-based Agent Platform arxiv 2024 Code
AgentCF AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems WWW 2024 Code
RAH RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents IEEE 2024 Code

Recommender Systems for LLM Agents

Memory Recommendation

Model Name Paper Venue Year Code
model_name REALM: Retrieval-Augmented Language Model Pre-Training ICML 2020 N/A
model_name Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering EACL 2021 N/A
model_name Generalization Through Memorization: Nearest Neighbor Language Models ICLR 2020 N/A
model_name Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks Neurips 2020 N/A
model_name Transformer-xl: Attentive Language Models Beyond a Fixed-Length Context ACL 2019 N/A
model_name Hybrid Computing Using a Neural Network with Dynamic External Memory Nature 2016 N/A
model_name Compressive Transformers for Long-Range Sequence Modelling ICLR 2019 N/A
model_name Meta-Learning with Memory-Augmented Neural Networks ICML 2016 N/A
model_name Attention Is All You Need Neurips 2017 N/A
model_name Kgat: Knowledge Graph Attention Network for Recommendation SIGKDD 2019 N/A
model_name Deep Learning Based Recommender System: A Survey and New Perspectives CSUR 2019 N/A

Plan Recommendation

Model Name Paper Venue Year Code
model_name Large Language Models Are Zero-Shot Reasoners Neurips 2022 N/A
model_name Teaching Small Language Models to Reason ACL 2023 N/A
model_name Measuring and Narrowing the Compositionality Gap in Language Models EMNLP 2023 N/A
model_name Self-Consistency Improves Chain of Thought Reasoning in Language Models ICLR 2023 N/A
model_name Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Neurips 2022 N/A
model_name Pal: Program-Aided Language Models ICML 2023 N/A
model_name Show Your Work: Scratchpads for Intermediate Computation with Language Model Arxiv 2021 N/A
model_name Tree of Thoughts: Deliberate Problem Solving with Large Language Models Neurips 2024 N/A
model_name React: Synergizing Reasoning and Acting in Language Models ICLR 2023 N/A

Tool Recommendation

Model Name Paper Venue Year Code
model_name GeckOpt: LLM System Efficiency via Intent-Based Tool Selection VLSI 2024 N/A
model_name Efficient Tool Use with Chain-of-Abstraction Reasoning arXiv 2024 N/A
model_name Openagi: When LLM Meets Domain Experts Neurips 2024 N/A
model_name Art: Automatic Multi-Step Reasoning and Tool-Use for Large Language Models arXiv 2023 N/A
model_name Hugginggpt: Solving AI Tasks with Chatgpt and Its Friends in Hugging Face Neurips 2024 N/A
model_name RestGPT: Connecting Large Language Models with Real-World RESTful APIs arXiv 2023 N/A
model_name ReAct: Synergizing Reasoning and Acting in Language Models ICLR 2023 N/A
model_name Easytool: Enhancing LLM-Based Agents with Concise Tool Instruction arXiv 2024 N/A
model_name The use of MMR, Diversity-Based Reranking for Reordering Documents and Producing Summaries SIGIR 1998 N/A
model_name VRSD: Rethinking Similarity and Diversity for Retrieval in Large Language Models arXiv 2024 N/A
model_name ToolNet: Connecting Large Language Models with Massive Tools Via Tool Graph arXiv 2024 N/A
model_name Toolllm: Facilitating Large Language Models to Master 16000+ Real-World Apis ICLR 2024 N/A
model_name COLT: Towards Completeness-Oriented Tool Retrieval for Large Language Models arXiv 2024 N/A
model_name Syntax Error-Free and Generalizable Tool Use for LLMs Via Finite-State Decoding arXiv 2023 N/A
model_name ToolRerank: Adaptive and Hierarchy- Aware Reranking for Tool Retrieval LREC-COLING 2024 N/A
model_name Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum AAAI 2024 N/A
model_name Toolkengpt: Augmenting Frozen Language Models with Massive Tools Via Tool Embeddings Neurips 2024 N/A
model_name Unsupervised Dense Information Retrieval with Contrastive Learning TMLR 2022 N/A
model_name Tptu-v2: Boosting Task Planning and Tool Usage of Large Language Model-Based Agents in Real-World Systems. arXiv 2023 N/A
model_name TOOLVERIFIER: Generalization to New Tools via Self-Verification arXiv 2024 N/A
model_name PTR: Precision-Driven Tool Recommendation for Large Language Models arXiv 2024 N/A
model_name Making Language Models Better Tool Learners with Execution Feedback NAACL 2024 N/A
model_name Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks EMNLP 2019 N/A
model_name The Probabilistic Relevance Framework: BM25 and Beyond FTIR 2009 N/A
model_name Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval ICLR 2021 N/A
model_name Enhancing Tool Retrieval with Iterative Feedback from Large Language Models EMNLP 2024 N/A

Agent Recommendation

Model Name Paper Venue Year Code
model_name Bert: Pre-training of Deep Bidirectional Transformers for Language Understanding NAACL 2019 N/A
model_name A Survey on Knowledge Graphs: Representation, Acquisition, and Applications IEEE 2021 N/A
model_name STAMP: Short-Term Attention/Memory Priority Model for Session-Based Recommendation SIGKDD 2018 N/A
model_name Open Problems in Cooperative AI arXiv 2020 N/A

Personalized LLMs and LLM Agents

Model Name Paper Venue Year Code
model_name paper_title arXiv 2023 N/A

Trustworthy Agents and Recommender Systems

Safety

Model Name Paper Venue Year Code
Llama arXiv:2302.13971 arXiv 2023 Code
N/A https://arxiv.org/abs/2009.11462 arXiv 2020 N/A
N/A https://arxiv.org/abs/2009.11462 arXiv 2022 N/A
N/A https://arxiv.org/abs/2205.01663#:~:text=In%20the%20future%2C%20powerful%20AI%20systems%20may%20be,on%20in%20order%20to%20achieve%20better%20worst-case%20performance. arXiv 2022 N/A
N/A Red Teaming Language Models with Language Models arXiv 2022 N/A
N/A https://arxiv.org/abs/2306.09442 arXiv 2023 N/A
N/A https://arxiv.org/abs/2209.07858 arXiv 2022 N/A
Gptfuzzer https://arxiv.org/abs/2309.10253 arXiv 2023 N/A
N/A https://arxiv.org/abs/2310.20624 arXiv 2024 N/A
N/A https://arxiv.org/abs/2310.20624 arXiv 2023 N/A
N/A https://arxiv.org/abs/2112.05224 arXiv 2023 N/A
LIMA https://arxiv.org/abs/2305.11206 arXiv 2023 N/A
N/A https://arxiv.org/abs/2410.13116 arXiv 2024 N/A
N/A https://proceedings.neurips.cc/paper_files/paper/2022/hash/b1efde53be364a73914f58805a001731-Abstract-Conference.html openreview 2022 N/A
N/A https://arxiv.org/abs/2305.18290 arXiv 2024 N/A
N/A https://lmsys.org/blog/2023-03-30-vicuna/ N/A 2023 N/A
N/A https://arxiv.org/abs/2308.07308 arXiv 2024 N/A
N/A https://arxiv.org/abs/2311.09096 arXiv 2024 N/A
N/A https://link.springer.com/chapter/10.1007/978-1-4899-7637-6_28 arXiv 2015 N/A
N/A https://arxiv.org/abs/1809.08336 arXiv 2018 N/A
N/A https://dl.acm.org/doi/abs/10.1145/3298689.3347031 arXiv 2019 N/A
N/A https://arxiv.org/abs/2002.08025 arXiv 2020 N/A
N/A https://arxiv.org/abs/1809.04127 arXiv 2018 N/A
AUSH https://arxiv.org/abs/2005.08164 arXiv 2020 N/A
N/A https://dl.acm.org/doi/abs/10.1145/3447548.3467335 KDD 2021 N/A
PoisonRec https://ieeexplore.ieee.org/abstract/document/9101655/ ICDE 2021 N/A
N/A https://ieeexplore.ieee.org/abstract/document/9101655/ KDD 2022 N/A
N/A https://arxiv.org/abs/2005.08147 arXiv 2022 N/A
N/A https://arxiv.org/abs/2209.07858 arXiv 2022 N/A
N/A https://arxiv.org/abs/2202.03286 arXiv 2022 N/A
N/A https://arxiv.org/abs/2304.05197 arXiv 2023 N/A
N/A https://arxiv.org/abs/2308.03825 arXiv 2024 N/A
N/A https://arxiv.org/abs/2310.04451 arXiv 2024 N/A

Explainability

Model Name Paper Venue Year Code
model_name paper_title arXiv 2023 N/A

Fairness

Model Name Paper Venue Year Code
model_name paper_title arXiv 2023 N/A

Privacy

Model Name Paper Venue Year Code
model_name paper_title arXiv 2023 N/A

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