activity
20072026
most citedExploration versus exploitation in reinforcement learning: a stochastic control approach

20 citations · 57 across the 19 of their papers we have counts for

collaborators

24 papers

math.OC2026

The microstructure of information through mean field learning interaction

Panagiotis E. Souganidis, Renyuan Xu, Thaleia Zariphopoulou

We study how knowledge about partially observable model parameters is being created and propagated in large scale systems. Information is generated from observational signals whose…

math.PR2026

Forward recursive aggregator systems and the forward Epstein-Zin recursive paradigm

Zakaria Bensaid, Anis Matoussi, Thaleia Zariphopoulou

We introduce forward recursive aggregator systems in It{ô}-diffusion markets, bridging the theories of recursive utilities and of forward performance criteria. The resulting criter…

q-fin.MF2026

High-Order Expansions of the Optimizer Map via Bell Polynomials

Oleksii Mostovyi, Thaleia Zariphopoulou

Completely monotonic inverse marginal (CMIM) utilities, introduced in [MSZ24], constitute a tractable class of preferences that includes many of the most important utility function…

math.OC2026

On the optimal portfolio problem with partial information and related mean field games with relative performance criteria

Panagiotis Souganidis, Thaleia Zariphopoulou

We study optimal portfolio choice models in markets with partial information about the stock's drift. We solve the single agent problem for general utilities using a new approach t…

math.OC2024

Decision Making under Costly Sequential Information Acquisition: the Paradigm of Reversible and Irreversible Decisions

Renyuan Xu, Thaleia Zariphopoulou, Luhao Zhang

Decision making in modern stochastic systems, including e-commerce platforms, financial markets and healthcare systems, has evolved into a multifaceted process that combines inform…

q-fin.PM2024★ 1 cited

Representation of forward performance criteria with random endowment via FBSDE and its application to forward optimized certainty equivalent

Gechun Liang, Yifan Sun, Thaleia Zariphopoulou

We extend the notion of forward performance criteria to settings with random endowment in incomplete markets. Building on these results, we introduce and develop the novel concept…

q-fin.MF2021★ 1 cited

-player and Mean-field Games in Itô-diffusion Markets with Competitive or Homophilous Interaction

Ruimeng Hu, Thaleia Zariphopoulou

In Itô-diffusion environments, we introduce and analyze -player and common-noise mean-field games in the context of optimal portfolio choice in a common market. The players inve…

q-fin.PM2020

Competition in Fund Management and Forward Relative Performance Criteria

Michail Anthropelos, Tianran Geng, Thaleia Zariphopoulou

In an Ito-diffusion market, two fund managers trade under relative performance concerns. For both the asset specialization and diversification settings, we analyze the passive and…

math.OC2020★ 12 cited

Entropy Regularization for Mean Field Games with Learning

Xin Guo, Renyuan Xu, Thaleia Zariphopoulou

Entropy regularization has been extensively adopted to improve the efficiency, the stability, and the convergence of algorithms in reinforcement learning. This paper analyzes both…

math.PR2020★ 1 cited

On the analyticity of the value function in optimal investment and stochastically dominant markets

Oleskii Mostovyi, Mihai Sîrbu, Thaleia Zariphopoulou

We study the analyticity of the value function in optimal investment with expected utility from terminal wealth and the relation to stochastically dominant financial models. We ide…

q-fin.PM2019★ 2 cited

Personalized Robo-Advising: Enhancing Investment through Client Interaction

Agostino Capponi, Sveinn Olafsson, Thaleia Zariphopoulou

Automated investment managers, or robo-advisors, have emerged as an alternative to traditional financial advisors. The viability of robo-advisors crucially depends on their ability…

q-fin.MF2019

Forward Rank-Dependent Performance Criteria: Time-Consistent Investment Under Probability Distortion

Xue Dong He, Moris S. Strub, Thaleia Zariphopoulou

We introduce the concept of forward rank-dependent performance processes, extending the original notion to forward criteria that incorporate probability distortions. A fundamental…

math.OC2018★ 20 cited

Exploration versus exploitation in reinforcement learning: a stochastic control approach

Haoran Wang, Thaleia Zariphopoulou, Xunyu Zhou

We consider reinforcement learning (RL) in continuous time and study the problem of achieving the best trade-off between exploration of a black box environment and exploitation of…

q-fin.PM2018

Optimal contract for a fund manager, with capital injections and endogenous trading constraints

Sergey Nadtochiy, Thaleia Zariphopoulou

In this paper, we construct a solution to the optimal contract problem for delegated portfolio management of the fist-best (risk-sharing) type. The novelty of our result is (i) in…

math.OC2018★ 1 cited

An approximation scheme for semilinear parabolic PDEs with convex and coercive Hamiltonians

Shuo Huang, Gechun Liang, Thaleia Zariphopoulou

We propose an approximation scheme for a class of semilinear parabolic equations that are convex and coercive in their gradients. Such equations arise often in pricing and portfoli…

q-fin.PM2017★ 2 cited

On the Black's equation for the risk tolerance function

Sigrid Källblad, Thaleia Zariphopoulou

We analyze a nonlinear equation proposed by F. Black (1968) for the optimal portfolio function in a log-normal model. We cast it in terms of the risk tolerance function and provide…

q-fin.MF2017★ 15 cited

Mean field and n-agent games for optimal investment under relative performance criteria

Daniel Lacker, Thaleia Zariphopoulou

We analyze a family of portfolio management problems under relative performance criteria, for fund managers having CARA or CRRA utilities and trading in a common investment horizon…

q-fin.MF2017

Temporal and Spatial Turnpike-Type Results Under Forward Time-Monotone Performance Criteria

Tianran Geng, Thaleia Zariphopoulou

We present turnpike-type results for the risk tolerance function in an incomplete market setting under time-monotone forward performance criteria. We show that, contrary to the cla…

q-fin.MF2016

Predictable Forward Performance Processes: The Binomial Case

Bahman Angoshtari, Thaleia Zariphopoulou, Xun Yu Zhou

We introduce a new class of forward performance processes that are endogenous and predictable with regards to an underlying market information set and, furthermore, are updated at…

q-fin.MF2016

An ergodic BSDE approach to forward entropic risk measures: representation and large-maturity behavior

Wing Fung Chong, Ying Hu, Gechun Liang +1

Using elements from the theory of ergodic backward stochastic differential equations (BSDE), we study the behavior of forward entropic risk measures. We provide their general repre…

q-fin.MF2015

Representation of homothetic forward performance processes in stochastic factor models via ergodic and infinite horizon BSDE

Gechun Liang, Thaleia Zariphopoulou

In an incomplete market, with incompleteness stemming from stochastic factors imperfectly correlated with the underlying stocks, we derive representations of homothetic (power, exp…

q-fin.MF2015

Asymptotic analysis of forward performance processes in incomplete markets and their ill-posed HJB equations

Mykhaylo Shkolnikov, Ronnie Sircar, Thaleia Zariphopoulou

We consider the problem of optimal portfolio selection under forward investment performance criteria in an incomplete market. The dynamics of the prices of the traded assets depend…

q-fin.PM2013★ 1 cited

Time--consistent investment under model uncertainty: the robust forward criteria

Sigrid Kallblad, Jan Obloj, Thaleia Zariphopoulou

We combine forward investment performance processes and ambiguity averse portfolio selection. We introduce the notion of robust forward criteria which addresses the issues of ambig…

q-fin.RM2007★ 1 cited

Maturity-independent risk measures

Thaleia Zariphopoulou, Gordan Zitkovic

The new notion of maturity-independent risk measures is introduced and contrasted with the existing risk measurement concepts. It is shown, by means of two examples, one set on a f…