Bounding Treatment Effects by Pooling Limited Information across Observations
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Updated
May 11, 2026 - R
Bounding Treatment Effects by Pooling Limited Information across Observations
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.
Causal Inference in Case-Control Studies
[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
Reproducible code and derived data for testing how present-day stellar constraints identify cumulative EUV and wind histories in TOI-700 and LHS 1140.
Sharp performance bounds for early-warning evaluation with interval-uncertain event onset.
R package for regression sensitivity analysis to omitted variable bias: identified sets and breakdown points following Diegert, Masten & Poirier (2026) and Oster (2019).
What competitive H/T and D/T kinetics identifies about enzymatic hydrogen transfer: data, code and verification suite
Replication files for Jun and Lee (2022)
Archival code, results, and reproducibility bundle for common-witness counterfactual image audits; see KNOWN_ISSUES.md before rerunning.
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.
Unrefereed candidate on sharp partial identification of diversification histories, with executable replay and scoped assurance
Suppressed electricity demand in a rationed grid: measurement, welfare cost, and the efficiency of rationing. Replication package for the Bangladesh national grid, 2015-2026.
Claim-relative identified sets across benchmark evaluation specifications
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