Auditability

2 items

ARTICLEDEV.to AI·11d ago

Why I'm building Hyphae: provenance over prediction (and the 3-line baseline that tied it)

The author started building Hyphae to create a cognitive substrate without large language models, but a simple baseline matched its performance, highlighting a critical issue. This project now focuses on ensuring provenance in AI-generated answers, which is essential for auditability in critical applications.

LLMs Auditability provenance AI

RESEARCHarXiv CS.LG·6d ago

Auditable Climate Risk Intelligence from Fragmented ESG Data: Deterministic Orchestration and Imbalance-Aware Learning for Scope 1-3 Validation

This paper proposes an auditable climate risk intelligence framework for validating fragmented ESG data, integrating deterministic orchestration, temporal anomaly detection, and imbalance-aware ensemble learning. It introduces a synthetic ESG validation benchmark to support open reproducibility.

ESG Auditability Climate Risk machine learning