partial-identification

Bounding Treatment Effects by Pooling Limited Information across Observations

Causal Inference in Case-Control Studies

Cross-asset price impact is set-identified, not point-identified: the confounding gap has rank at most K + rank(B). A diagonal truth still yields a dense cross-impact matrix, and the trades immune to the resulting cost error form a large but measure-zero subspace. Preregistered and reproducible.

[Experimental] Federated Partial Identification for Causal Inference with OMOP CDM

A unified Python framework for causal effect bounding algorithms

Implementation for the working paper: Symmetry-Constrained Causal Partial Identification

Reproducibility artifact for 'Sharp Target-Domain Certificates for Quantum-Kernel Advantage under Distribution Shift': sharp finite-batch certificates, controlled quantum-vs-classical kernel benchmark (EMBER, UNSW-NB15, ToN-IoT, TableShift), frozen specifications, prediction locks, manuscript sources. Zenodo v1.1.6.

Estimating the Effect of Persuasion in Stata

Sharp performance bounds for early-warning evaluation with interval-uncertain event onset.

Reproducible code and derived data for testing how present-day stellar constraints identify cumulative EUV and wind histories in TOI-700 and LHS 1140.

Archival code, results, and reproducibility bundle for common-witness counterfactual image audits; see KNOWN_ISSUES.md before rerunning.

Replication files for Jun and Lee (2022)

What competitive H/T and D/T kinetics identifies about enzymatic hydrogen transfer: data, code and verification suite

R package for regression sensitivity analysis to omitted variable bias: identified sets and breakdown points following Diegert, Masten & Poirier (2026) and Oster (2019).

Unrefereed candidate on sharp partial identification of diversification histories, with executable replay and scoped assurance

Estimating the Effect of Persuasion in Stata

A new kind of world model: the PSD coupling kernel K(T,T') of admissible possible worlds. Diagonal = prediction, off-diagonal = counterfactual coupling. Built in public.

Beyond Return Ratios: identification, partial identification, timing effects, mechanism evidence, simulations, and reproducibility for leveraged ETFs (LETFs) in quantitative finance.

Replication: Lee and Weidner (forthcoming, Journal of Econometrics)

Privacy suppression makes the Anthropic Economic Index automation–augmentation measure partially identified. Only 42 of 775 occupations are usably identified.