Research papers and materials

The studies ask what a repeated answer leaves unmeasured: changes in tool use, missing records, and decisions without supporting evidence.

2026 workshop papers

Paper	Venue and status	Materials
The Determinism–Faithfulness Assurance Harness (DFAH): Evidence Before Execution in Financial Agent Gates	Accepted poster, AI4F at ACM ICAIF 2026	Banking findings and scope; Lab 10
When Replay Agreement Misleads: Capture Loss and Cancellation in Local Agents	Accepted poster, SLM-Agents at NeurIPS 2026	Original supplement; Lab 11

The workshop guide explains the relationship between these papers, their shared observations, and the available code and data.

Preprint and earlier work

Research record	Focus
DFAH-Bench — arXiv:2607.20491	Replay, capture, and evidence for financial-agent actions
Replayable Financial Agents — arXiv:2601.15322	Earlier tool-using agent study; ICLR 2026 FinAI Workshop
LLM Output Drift — arXiv:2511.07585	Earlier output consistency study; AI4F Workshop 2025

Use the title and version shown on the corresponding record when citing it. The workshop titles identify specific parts of the research, not acceptance of the entire DFAH-Bench preprint by either workshop.

What can I run?

Question	Material	What it does
Do decisions and paths repeat?	Lab 8, make reproduce-paper	Package walkthrough or historical replay recomputation
Which case changed?	Lab 9	Review a saved path change with a fixed policy
Did a proposed call complete?	Lab 10	Inspect synthetic invocation states
Can omissions preserve agreement?	Lab 11	Run a small, offline capture-loss example
Can I recompute the SLM diagnostic?	Supplement instructions	Check the original synthetic projections with its offline verifiers
Can I rerun the banking study here?	Banking guide	Read the methods and findings; hosted study inputs are not distributed here

The historical replay fixture and the SLM supplement support different checks. Teaching examples are not additional empirical results. Running a hosted model again would collect new observations rather than reconstruct the original service.

Cite the workshop papers

@misc{khatchadourian2026ai4f,
  author = {Khatchadourian, Raffi},
  title = {The Determinism--Faithfulness Assurance Harness (DFAH): Evidence Before Execution in Financial Agent Gates},
  year = {2026},
  howpublished = {AI4F Workshop, ACM ICAIF 2026},
  url = {https://openreview.net/forum?id=VWQqIgrKw4}
}

@misc{khatchadourian2026slmagents,
  author = {Khatchadourian, Raffi},
  title = {When Replay Agreement Misleads: Capture Loss and Cancellation in Local Agents},
  year = {2026},
  howpublished = {SLM-Agents Workshop, NeurIPS 2026},
  url = {https://openreview.net/forum?id=njEKVxonV2}
}

The repository's citation file provides the software and preprint citation information.