Accepted Papers

Full Papers accepted for presentation

Analyzing the Impact of Tax Credits on Households in Simulated Economic Systems with Learning Agents

Jialin Dong (University of California, Los Angeles); Kshama Dwarakanath (JP Morgan Chase); Svitlana Vyetrenko (J. P. Morgan

Chase)

FMPAF: How Do Fed Chairs Affect the Financial Market? A Fine-grained Monetary Policy Analysis Framework on Their Language

Yayue Deng (Beijing University of Posts and Telecommunications); Mohan Xu (Peking University); Yao Tang (Peking University)

Digits Micro-model for accurate and secure transactions

Chirag Chhablani (University of Illinois at Chicago); Vijay K Gurbani (Vail Systems, Inc.); Jordan Hosier (Vail Systems, Inc.); Nikhita Sharma (Vail Systems)

LongFin: A Multimodal Document Understanding Model for Long Financial Domain Documents

Ahmed Masry (Arteria AI); Amir Hajian (Arteria AI)

SynthRank: Synthetic Data Generation of Individual's Financial Transactions Through Learning to Ranking

Weixian Waylon Li (University of Edinburgh); Mengyu Wang (University of Edinburgh); Carsten Maple (University of Warwick); Tiejun Ma (University of Edinburgh)

Towards Financially Inclusive Credit Products Through Financial Time Series Clustering

Tristan Bester (University of the Witwatersrand); Benjamin Rosman (University of the Witwatersrand)

Exploring Nature: Datasets and Models for Analyzing Nature-Related Disclosures

Tobias Schimanski (University of Zurich); Chiara Colesanti Senni (University of Zurich); Glen Gostlow (University of Zurich); Jingwei Ni (ETH Zurich); Tingyu Yu (University of Zurich); Markus Leippold (University of Zurich)

On the Potential of Network-Based Features for Fraud Detection

Catayoun Azarm (Universiteit van Amsterdam); Erman Acar (University of Amsterdam); Mickey van Zeelt (ING)

FedTabDiff: Federated Learning of Diffusion Models for Synthetic Mixed-Type Tabular Data Generation

Timur Sattarov (University of St.Gallen); Marco Schreyer (University of St. Gallen); Damian Borth (University of St. Gallen)

Deep Reinforcement Learning and Mean-Variance Strategies for Responsible Portfolio Optimization

Fernando Acero (University College London, J.P. Morgan AI Research); Parisa Zehtabi (JPMorgan); Nicolas P Marchesotti (J.P. Morgan); Michael Cashmore (JP Morgan Chase); Daniele Magazzeni (J.P. Morgan AI Research); Manuela Veloso (JP Morgan)

Distributed Monitoring for Data Distribution Shifts in Edge-ML Fraud Detection

Nader Karayanni (Columbia University); Robert Shahla (Technion); Chieh-Lien Hsiao (columbia university)

GraphGuard: Contrastive Self-Supervised Learning for Credit-Card Fraud Detection in Multi-Relational Dynamic Graphs

Kristófer Reynisson (University of St.Gallen); Marco Schreyer (University of St. Gallen); Damian Borth (University of St. Gallen)

Designing Simulation Models to Study Financial Instability

Pegah Nokhiz (Brown University); Aravinda Kanchana Ruwanpathirana (University of Utah); Neal Patwari (Washington University in St. Louis); Suresh Venkatasubramanian (Brown University)

A Comparative Analysis of Fine-Tuned LLMs and Few-Shot Learning of LLMs for Financial Sentiment Analysis

Sorouralsadat Fatemi (University of Illinois at Chicago); Yuheng Hu (University of Illinois at Chicago)

Short Papers / Extended Abstracts accepted for poster session

Detecting and Triaging Spoofing using Temporal Convolutional Networks - Extended Abstract

Kaushalya Kularatnam (Imperial College London); Tania Stathaki (Imperial College London)

(Extended Abstract)

Breaking Barriers: Unveiling Gender Disparities in Corporate Board Career Paths using Deep Learning

Yuhao Zhou (Western University); Wenhao Chen (Western University); María Óskarsdóttir (University of Reykjavík); Collins Ntim (University of Southampton); Matt Davison (Western University); Cristian Bravo (University of Western Ontario)\

(Short Paper)

A Heterogeneous Agent Model of Mortgage Servicing: An Income-based Relief Analysis

Deepeka Garg (J.P. Morgan AI Research); Benjamin P Evans (J.P. Morgan AI Research); Leo Ardon (J.P. Morgan AI Research); Annapoorani Lakshmi Narayanan (J.P. Morgan AI Research); Jared Vann (J.P. Morgan AI Research); Udari Madhushani (J.P. Morgan AI Research); Makada Henry-Nickie (JPMorgan Chase Institute); Sumitra Ganesh (JPMorgan)

(Short Paper)

Extreme climate events and credit risk: a stress testing approach for loans to SMEs based on multilayer network analysis

Camilla Carpinelli (Reykjavik University); Cristian Bravo (University of Western Ontario); Raffaella Calabrese (University of Edinburgh); Anna Sigridur Islind (Reykjavik University); María Óskarsdóttir (University of Reykjavík)

(Extended Abstract)

Leveraging Large Language Models for Financial Tables Question-Answering

Krati Gupta (Acuity Knowledge Partners); Suraj S. Meghwani (Acuity knowledge Partners); Ramesh Tunga (Acuity Knowledge Partners); David Fellows (Acuity Knowledge Partners)

(Short Paper)

Temporal Graph Networks for Graph Anomaly Detection in Financial Networks

Yejin Kim (UNIST); Youngbin Lee (UNIST); Minyoung Choe (Korea Advanced Institute of Science and Technology); Sungju Oh (Sogang university); Yongjae Lee (UNIST)

(Short Paper)