SOTAVerified

Portfolio Optimization

Portfolio management is the task of obtaining higher excess returns through the flexible allocation of asset weights. In reality, common examples are stock selection and the Enhanced Index Fund (EIF). The general solution of portfolio management is to score the potential of assets, buy assets with upside potential and increase their weighting, and sell assets that are likely to fall or are relatively weak. A large number of strategies have been proposed for portfolio management.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 428 papers

TitleStatusHype
skfolio: Portfolio Optimization in PythonCode5
Qlib: An AI-oriented Quantitative Investment PlatformCode4
A Survey of Financial AI: Architectures, Advances and Open ChallengesCode2
Empirical Asset Pricing with Large Language Model AgentsCode2
Contrastive Learning of Asset Embeddings from Financial Time SeriesCode2
Integrating LLM-Generated Views into Mean-Variance Optimization Using the Black-Litterman ModelCode1
Diffusion Factor Models: Generating High-Dimensional Returns with Factor StructureCode1
Semi-Decision-Focused Learning with Deep Ensembles: A Practical Framework for Robust Portfolio OptimizationCode1
End-to-End Conformal Calibration for Optimization Under UncertaintyCode1
Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and MethodCode1
AI-Powered Energy Algorithmic Trading: Integrating Hidden Markov Models with Neural NetworksCode1
TaskMet: Task-Driven Metric Learning for Model LearningCode1
Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed SpacesCode1
A Simple Method for Predicting Covariance Matrices of Financial ReturnsCode1
Online Portfolio Management via Deep Reinforcement Learning with High-Frequency DataCode1
Markov Decision Processes under Model UncertaintyCode1
Distributionally Robust End-to-End Portfolio ConstructionCode1
Efficient and Scalable Parametric High-Order Portfolios Design via the Skew-t DistributionCode1
A Surrogate Objective Framework for Prediction+Optimization with Soft ConstraintsCode1
Deep Reinforcement Trading with Predictable ReturnsCode1
Stock price prediction using Generative Adversarial NetworksCode1
Bayesian Optimization of Risk MeasuresCode1
Automatically Learning Compact Quality-aware Surrogates for Optimization ProblemsCode1
Deep Stock PredictionsCode1
Combining Reinforcement Learning and Constraint Programming for Combinatorial OptimizationCode1
Deep Learning for Portfolio OptimizationCode1
Deep Deterministic Portfolio OptimizationCode1
Online Mixed-Integer Optimization in MillisecondsCode1
A Deep Reinforcement Learning Framework for the Financial Portfolio Management ProblemCode1
Quantum Stochastic Walks for Portfolio Optimization: Theory and Implementation on Financial Networks—0
Empirical estimator of diversification quotient—0
Multi-period Mean-Buffered Probability of Exceedance in Defined Contribution Portfolio Optimization—0
Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization—0
Multivariate Affine GARCH with Heavy Tails: A Unified Framework for Portfolio Optimization and Option Valuation—0
A Scalable Gradient-Based Optimization Framework for Sparse Minimum-Variance Portfolio SelectionCode0
MMiC: Mitigating Modality Incompleteness in Clustered Federated Learning—0
A Graphical Global Optimization Framework for Parameter Estimation of Statistical Models with Nonconvex Regularization Functions—0
Latent Variable Estimation in Bayesian Black-Litterman Models—0
Deep Declarative Risk Budgeting Portfolios—0
Deep Reinforcement Learning for Investor-Specific Portfolio Optimization: A Volatility-Guided Asset Selection Approach—0
Deep Learning Models Meet Financial Data Modalities—0
Factor-MCLS: Multi-agent learning system with reward factor matrix and multi-critic framework for dynamic portfolio optimization—0
Semiparametric Dynamic Copula Models for Portfolio Optimization—0
Breaking the Dimensional Barrier: A Pontryagin-Guided Direct Policy Optimization for Continuous-Time Multi-Asset Portfolio—0
Causal Portfolio Optimization: Principles and Sensitivity-Based Solutions—0
OmniEcon Nexus: Global Microeconomic Simulation EngineCode0
Why risk matters for protein binder design—0
A Framework for Finding Local Saddle Points in Two-Player Zero-Sum Black-Box Games—0
Bayesian Optimization for CVaR-based portfolio optimization—0
Practical Portfolio Optimization with Metaheuristics:Pre-assignment Constraint and Margin Trading—0
Show:102550
← PrevPage 1 of 9Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Different modelPortfolio1—Unverified