Papers, ranked by score

Ordered by a blend of empirical rigor (60%) and math complexity (40%).

Oracle-Parametrized Constant Function Market Makers: From Price Feeds to Pricing Rules

This paper introduces oracle-parametrized automated market makers (OP-AMMs), i.e., automated market makers whose quoted price depends jointly on the pool reserves and an external oracle price. In doing so, we extend the information-agnostic AMM framework to settings, such as tokenized securities, fo

Holy Grail Math 8.5 Rigor 7 ·  September 27, 2026

The Price of Liquidity: Implied Volatility of Automated Market Maker Fees

An automated market maker (AMM) provides a method for creating a decentralized exchange on the blockchain. For this purpose, individual investors lend liquidity to the AMM pool in exchange for a stream of fees earned from its operations as a market maker. Within this work, we reinterpret the loss-ve

Holy Grail Math 8 Rigor 6.5 ·  September 27, 2025

The not-so-hidden risks of 'hidden-to-maturity' accounting: on depositor runs and bank resilience

We build a balance sheet-based model to capture run risk, i.e., a reduced potential to raise capital from liquidity buffers under stress, driven by depositor scrutiny and further fueled by fire sales in response to withdrawals. The setup is inspired by the Silicon Valley Bank (SVB) meltdown in March

Holy Grail Math 6.5 Rigor 7.5 ·  July 3, 2024

A Derivative Pricing Perspective on Liquidity Tokens in Constant Product Market Makers

In decentralized finance, any individual can pool their assets into an automated market maker (AMM) – herein we focus on the constant product market maker (CPMM) – in exchange for a claim on a fraction of future pool assets and fees earned from the market making operations. This position is repres

Holy Grail Math 7.5 Rigor 6.5 ·  September 17, 2024

Identifying Risk Variables From ESG Raw Data Using A Hierarchical Variable Selection Algorithm

Environmental, Social, and Governance (ESG) factors aim to provide non-financial insights into corporations. In this study, we investigate whether we can extract relevant ESG variables to assess corporate risk, as measured by logarithmic volatility. We propose a novel Hierarchical Variable Selection

Holy Grail Math 6.5 Rigor 7 ·  August 26, 2025

Statistical Validation of Contagion Centrality in Financial Networks

In this paper, we introduce an impact centrality measure to evaluate shock propagation on financial networks capturing a notion of contagion and systemic risk contributions, permitting comparisons of these risks over time. In addition, we provide a statistical validation method when the network is e

Holy Grail Math 6.5 Rigor 7 ·  April 22, 2024

Price-mediated contagion with endogenous market liquidity

Price-mediated contagion occurs when a positive feedback loop develops following a drop in asset prices which forces banks and other financial institutions to sell their holdings. Prior studies of such events fix the level of market liquidity without regards to the level of stress applied to the sys

Lab Rats Math 8.5 Rigor 3.5 ·  November 10, 2023

Can Nash inform capital requirements? Allocating systemic risk measures

Systemic risk measures aggregate the risks from multiple financial institutions to find system-wide capital requirements. Though much attention has been given to assessing the level of systemic risk, less has been given to allocating that risk to the constituent institutions. Within this work, we pr

Lab Rats Math 8 Rigor 3.5 ·  April 29, 2025

Liquidation Dynamics in DeFi and the Role of Transaction Fees

Liquidation of collateral are the primary safeguard for solvency of lending protocols in decentralized finance. However, the mechanics of liquidations expose these protocols to predatory price manipulations and other forms of Maximal Extractable Value (MEV). In this paper, we characterize the optima

Lab Rats Math 7.5 Rigor 3 ·  February 12, 2026

Large Language Model in Financial Regulatory Interpretation

This study explores the innovative use of Large Language Models (LLMs) as analytical tools for interpreting complex financial regulations. The primary objective is to design effective prompts that guide LLMs in distilling verbose and intricate regulatory texts, such as the Basel III capital requirem

Street Traders Math 3.5 Rigor 5 ·  May 10, 2024

Amortizing Perpetual Options

In this work, we introduce amortizing perpetual options (AmPOs), a fungible variant of continuous-installment options suitable for exchange-based trading. Traditional installment options lapse when holders cease their payments, destroying fungibility across units of notional. AmPOs replace explicit

Lab Rats Math 7 Rigor 2.5 ·  December 6, 2025

On the Separability of Vector-Valued Risk Measures

Risk measures for random vectors have been considered in multi-asset markets with transaction costs and financial networks in the literature. While the theory of set-valued risk measures provide an axiomatic framework for assigning to a random vector its set of all capital requirements or allocation

Lab Rats Math 8.5 Rigor 1.5 ·  July 23, 2024

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