Search Results

DeepFund: Will LLM be Professional at Fund Investment? A Live Arena Perspective

1 code implementation24 Mar 2025

Large Language Models (LLMs) have demonstrated impressive capabilities across various domains, but their effectiveness in financial decision making, particularly in fund investment, remains inadequately evaluated.

Decision Making

Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking

1 code implementation16 May 2025

Large Language Models (LLMs) have demonstrated notable capabilities across financial tasks, including financial report summarization, earnings call transcript analysis, and asset classification.

Benchmarking Management

Cryptocurrency Portfolio Management with Deep Reinforcement Learning

3 code implementations5 Dec 2016

Portfolio management is the decision-making process of allocating an amount of fund into different financial investment products.

Decision Making Deep Reinforcement Learning +3

Why AI is Harder Than We Think

1 code implementation26 Apr 2021

Since its beginning in the 1950s, the field of artificial intelligence has cycled several times between periods of optimistic predictions and massive investment ("AI spring") and periods of disappointment, loss of confidence, and reduced funding ("AI winter").

Common Sense Reasoning Self-Driving Cars

SpaceML: Distributed Open-source Research with Citizen Scientists for the Advancement of Space Technology for NASA

1 code implementation19 Dec 2020

With research organizations focused on an exploding array of fields and resources spread thin, opportunities for the maturation of interdisciplinary research reduce.

Temporal-Relational Hypergraph Tri-Attention Networks for Stock Trend Prediction

1 code implementation22 Jul 2021

Extensive experiments on real-world data demonstrate the effectiveness of our approach.

Stock Trend Prediction

Refinement type contracts for verification of scientific investigative software

1 code implementation1 Sep 2019

Formal methods for software verification have seen great success in ensuring code correctness but generally require more specialized training, development time, and funding than is available in the natural and social sciences.

Software Engineering

Mean-Variance Efficient Collaborative Filtering for Stock Recommendation

1 code implementation11 Jun 2023

In this regard, we propose a mean-variance efficient collaborative filtering (MVECF) model for stock recommendations that consider both aspects.

Collaborative Filtering Computational Efficiency

Causal Analysis of Customer Churn Using Deep Learning

1 code implementation International Conference on Digital Society and Intelligent Systems (DSInS) 2021

Causal analysis of the churn model can predict whether a customer will churn in the foreseeable future and assist enterprises to identify effects and possible causes for churn and subsequently use that knowledge to apply tailored incentives.

Deep Learning Marketing +1

InvestLM: A Large Language Model for Investment using Financial Domain Instruction Tuning

1 code implementation15 Sep 2023

We present a new financial domain large language model, InvestLM, tuned on LLaMA-65B (Touvron et al., 2023), using a carefully curated instruction dataset related to financial investment.

Language Modeling Language Modelling +1