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FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and
  Character Design

FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design

23 November 2023
Yangyang Yu
Haohang Li
Zhi Chen
Yuechen Jiang
Yang Li
Denghui Zhang
Rong Liu
Jordan W. Suchow
K. Khashanah
ArXivPDFHTML

Papers citing "FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design"

38 / 38 papers shown
Title
LLM Agents Are Hypersensitive to Nudges
LLM Agents Are Hypersensitive to Nudges
Manuel Cherep
Pattie Maes
Nikhil Singh
2
0
0
16 May 2025
Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Factor Mining
Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Factor Mining
Yu Shi
Yitong Duan
Jian Li
17
0
0
16 May 2025
Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking
Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking
Changlun Li
Yao Shi
Chen Wang
Qiqi Duan
Runke Ruan
Weijie Huang
Haonan Long
Lijun Huang
Yuyu Luo
Nan Tang
AIFin
29
0
0
16 May 2025
Can LLM-based Financial Investing Strategies Outperform the Market in Long Run?
Can LLM-based Financial Investing Strategies Outperform the Market in Long Run?
Weixian Waylon Li
Hyeonjun Kim
Mihai Cucuringu
Tiejun Ma
AIFin
49
0
0
11 May 2025
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Prateek Chhikara
Dev Khant
Saket Aryan
Taranjeet Singh
Deshraj Yadav
LLMAG
RALM
181
0
0
28 Apr 2025
Agent Guide: A Simple Agent Behavioral Watermarking Framework
Agent Guide: A Simple Agent Behavioral Watermarking Framework
Kaibo Huang
Zhongliang Yang
Linna Zhou
43
0
0
08 Apr 2025
A Survey of Scaling in Large Language Model Reasoning
A Survey of Scaling in Large Language Model Reasoning
Zihan Chen
Song Wang
Zhen Tan
Xingbo Fu
Zhenyu Lei
Peng Wang
Huan Liu
Cong Shen
Jundong Li
LRM
88
0
0
02 Apr 2025
DeepFund: Will LLM be Professional at Fund Investment? A Live Arena Perspective
DeepFund: Will LLM be Professional at Fund Investment? A Live Arena Perspective
Changlun Li
Yao Shi
Yuyu Luo
Nan Tang
AIFin
57
0
0
24 Mar 2025
Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning
Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning
Zhaowei Liu
X. Guo
Fangqi Lou
Lingfeng Zeng
Jinyi Niu
...
Sheng Xu
Dezhi Chen
Yun Chen
Zuo Bai
Liwen Zhang
ReLM
AIFin
OffRL
AI4TS
LRM
50
5
0
20 Mar 2025
A Survey on the Optimization of Large Language Model-based Agents
A Survey on the Optimization of Large Language Model-based Agents
Shangheng Du
Jiabao Zhao
Jinxin Shi
Zhentao Xie
Xin Jiang
Yanhong Bai
Liang He
LLMAG
LM&Ro
LM&MA
238
1
0
16 Mar 2025
Bridging Language Models and Financial Analysis
Bridging Language Models and Financial Analysis
Alejandro Lopez-Lira
Jihoon Kwon
Sangwoon Yoon
Jy-yong Sohn
Chanyeol Choi
AIFin
44
0
0
14 Mar 2025
Exposing Product Bias in LLM Investment Recommendation
Yuhan Zhi
Xiaoyu Zhang
Longtian Wang
Shumin Jiang
Shiqing Ma
Xiaohong Guan
Chao Shen
58
0
0
11 Mar 2025
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
Guojun Xiong
Zhiyang Deng
Keyi Wang
Yupeng Cao
Haohang Li
...
Kaleb Smith
Xiao-Yang Liu
J. Huang
Sophia Ananiadou
Qianqian Xie
AIFin
192
1
0
20 Feb 2025
FinSphere: A Conversational Stock Analysis Agent Equipped with Quantitative Tools based on Real-Time Database
FinSphere: A Conversational Stock Analysis Agent Equipped with Quantitative Tools based on Real-Time Database
Shijie Han
Changhai Zhou
Yiqing Shen
Tianning Sun
Yuhua Zhou
Xiaoxia Wang
Zhixiao Yang
Jingshu Zhang
Hongguang Li
AIFin
37
1
0
08 Jan 2025
INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with
  LLM-based Agent
INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
Haohang Li
Yupeng Cao
Yangyang Yu
Shashidhar Reddy Javaji
Zhiyang Deng
...
J. Huang
Lingfei Qian
Xueqing Peng
Qianqian Xie
Jordan W. Suchow
AIFin
60
5
0
24 Dec 2024
Enhancing Investment Analysis: Optimizing AI-Agent Collaboration in
  Financial Research
Enhancing Investment Analysis: Optimizing AI-Agent Collaboration in Financial Research
Xuewen Han
Neng Wang
Shangkun Che
Hongyang Yang
Kunpeng Zhang
S. Xu
AIFin
31
3
0
07 Nov 2024
Multi-Agents are Social Groups: Investigating Social Influence of
  Multiple Agents in Human-Agent Interactions
Multi-Agents are Social Groups: Investigating Social Influence of Multiple Agents in Human-Agent Interactions
Tianqi Song
Yugin Tan
Zicheng Zhu
Yibin Feng
Yi-Chieh Lee
AI4CE
37
2
0
07 Nov 2024
Interacting Large Language Model Agents. Interpretable Models and Social
  Learning
Interacting Large Language Model Agents. Interpretable Models and Social Learning
Adit Jain
Vikram Krishnamurthy
LLMAG
37
0
0
02 Nov 2024
AI in Investment Analysis: LLMs for Equity Stock Ratings
AI in Investment Analysis: LLMs for Equity Stock Ratings
Kassiani Papasotiriou
Srijan Sood
Shayleen Reynolds
T. Balch
AIFin
36
0
0
30 Oct 2024
Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval
Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval
Le Huang
Hengzhi Lan
Zijun Sun
Chuan Shi
Ting Bai
172
0
0
30 Oct 2024
FinVision: A Multi-Agent Framework for Stock Market Prediction
FinVision: A Multi-Agent Framework for Stock Market Prediction
Sorouralsadat Fatemi
Yuheng Hu
AIFin
29
4
0
29 Oct 2024
Exploring the Readiness of Prominent Small Language Models for the
  Democratization of Financial Literacy
Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy
Tagore Rao Kosireddy
Jeffrey D. Wall
Evan Lucas
34
1
0
09 Oct 2024
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Hanrong Zhang
Jingyuan Huang
Kai Mei
Yifei Yao
Zhenting Wang
Chenlu Zhan
Hongwei Wang
Yongfeng Zhang
AAML
LLMAG
ELM
51
22
0
03 Oct 2024
Automate Strategy Finding with LLM in Quant Investment
Automate Strategy Finding with LLM in Quant Investment
Zhizhuo Kou
Holam Yu
Jingshu Peng
Lei Chen
Lei Chen
AIFin
50
6
0
10 Sep 2024
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Qianqian Xie
Dong Li
Mengxi Xiao
Zihao Jiang
Ruoyu Xiang
...
Benyou Wang
Alejandro Lopez-Lira
Qianqian Xie
Sophia Ananiadou
Junichi Tsujii
AIFin
AI4TS
35
15
0
20 Aug 2024
L3iTC at the FinLLM Challenge Task: Quantization for Financial Text
  Classification & Summarization
L3iTC at the FinLLM Challenge Task: Quantization for Financial Text Classification & Summarization
Elvys Linhares Pontes
Carlos-Emiliano González-Gallardo
Mohamed Benjannet
Caryn Qu
A. Doucet
26
1
0
06 Aug 2024
Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy
Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy
Zhenyu Guan
Xiangyu Kong
Fangwei Zhong
Yizhou Wang
36
6
0
09 Jul 2024
FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal
  Reinforcement for Enhanced Financial Decision Making
FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making
Yangyang Yu
Zhiyuan Yao
Haohang Li
Zhiyang Deng
Yupeng Cao
...
Guojun Xiong
Yueru He
Jimin Huang
Dong Li
Qianqian Xie
AIFin
LLMAG
42
14
0
09 Jul 2024
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models
  using Data Fusion in Financial Applications
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications
Yupeng Cao
Zhiyuan Yao
Zhi Chen
Zhiyang Deng
28
1
0
02 Jul 2024
A Survey of Large Language Models for Financial Applications: Progress,
  Prospects and Challenges
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges
Yuqi Nie
Yaxuan Kong
Xiaowen Dong
John M. Mulvey
H. Vincent Poor
Qingsong Wen
Stefan Zohren
AIFin
45
42
0
15 Jun 2024
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning
Zhen Xiang
Linzhi Zheng
Yanjie Li
Junyuan Hong
Qinbin Li
...
Zidi Xiong
Chulin Xie
Carl Yang
Dawn Song
Bo Li
LLMAG
45
23
0
13 Jun 2024
FinRobot: An Open-Source AI Agent Platform for Financial Applications
  using Large Language Models
FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models
Hongyang Yang
Boyu Zhang
Neng Wang
Cheng Guo
Xiaoli Zhang
...
Junlin Wang
Tianyu Zhou
Mao Guan
Runjia Zhang
Chris Wang
AIFin
AI4CE
45
10
1
23 May 2024
ECC Analyzer: Extract Trading Signal from Earnings Conference Calls
  using Large Language Model for Stock Performance Prediction
ECC Analyzer: Extract Trading Signal from Earnings Conference Calls using Large Language Model for Stock Performance Prediction
Yupeng Cao
Zhi Chen
Qingyun Pei
Nathan Jinseok Lee
K. P. Subbalakshmi
Papa Momar Ndiaye
AIFin
25
3
0
29 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents
A Survey on the Memory Mechanism of Large Language Model based Agents
Zeyu Zhang
Xiaohe Bo
Chen Ma
Rui Li
Xu Chen
Quanyu Dai
Jieming Zhu
Zhenhua Dong
Ji-Rong Wen
LLMAG
KELM
42
107
0
21 Apr 2024
RiskLabs: Predicting Financial Risk Using Large Language Model based on Multimodal and Multi-Sources Data
RiskLabs: Predicting Financial Risk Using Large Language Model based on Multimodal and Multi-Sources Data
Yupeng Cao
Zhi Chen
Prashant Kumar
Qingyun Pei
Yangyang Yu
Haohang Li
Fabrizio Dimino
Lorenzo Ausiello
K. P. Subbalakshmi
Papa Momar Ndiaye
35
0
0
11 Apr 2024
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented,
  Diversified, and Generalist
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist
Wentao Zhang
Lingxuan Zhao
Haochong Xia
Shuo Sun
Jiaze Sun
...
Yilei Zhao
Xinyu Cai
Longtao Zheng
Xinrun Wang
Bo An
AIFin
43
35
0
28 Feb 2024
FinBen: A Holistic Financial Benchmark for Large Language Models
FinBen: A Holistic Financial Benchmark for Large Language Models
Qianqian Xie
Weiguang Han
Zhengyu Chen
Ruoyu Xiang
Xiao Zhang
...
Yanzhao Lai
Hao Wang
Min Peng
Sophia Ananiadou
Jimin Huang
AIFin
48
33
0
20 Feb 2024
Generative Agents: Interactive Simulacra of Human Behavior
Generative Agents: Interactive Simulacra of Human Behavior
J. Park
Joseph C. O'Brien
Carrie J. Cai
Meredith Ringel Morris
Percy Liang
Michael S. Bernstein
LM&Ro
AI4CE
232
1,754
0
07 Apr 2023
1