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Matthew F. Dixon

23 papers hereh-index 15928 citations65 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author11
  • first author6
  • middle author2
  • last author4

Across the 23 of 23 papers where every author was matched, so the position is known.

fields
  • q-fin.RM4
  • stat.ML3
  • cs.CL2
  • q-fin.CP2
  • q-fin.PR2
  • q-fin.TR2
same name
  • Matthew F. Dixon — 1 paper, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedG-Learner and GIRL: Goal Based Wealth Management with Reinforcement Learning

2 citations · 8 across the 13 of their papers we have counts for

collaborators
Showing q-fin.RMShow all

4 papers · 1 filter

q-fin.RM2026

Adaptive AI Delegation under Uncertainty: A Bayesian Governance Policy for Sequential Decision Authority

Matthew Francis Dixon

Organizations increasingly use large language models and agentic AI systems to generate probabilistic assessments and candidate actions in high-consequence settings. This creates a…

q-fin.RM2026

Model Validation of Agentic AI Systems: A POMDP-Based Framework for Belief-State, Forecast, and Policy Validation

Matthew Francis Dixon

Agentic artificial intelligence systems introduce a new class of model risk. Unlike traditional predictive models, autonomous agents continuously acquire information, form beliefs…

q-fin.RM2026

Belief at Risk: Quantifying Agentic AI Model Risk with LLM-Inferred Bayesian State Filters

Matthew Francis Dixon

Agentic AI systems create model risk because uncertain beliefs are coupled to autonomous actions. This paper develops a mathematical framework for quantifying agentic AI risk by re…

q-fin.RM2018

Bitcoin Risk Modeling with Blockchain Graphs

Cuneyt Akcora, Matthew Dixon, Yulia Gel +1

A key challenge for Bitcoin cryptocurrency holders, such as startups using ICOs to raise funding, is managing their FX risk. Specifically, a misinformed decision to convert Bitcoin…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.