Bounding Treatment Effects by Pooling Limited Information across Observations
-
Updated
May 11, 2026 - R
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
Stata package for difference-in-discontinuities (Picchetti–Pinto–Shinoki 2026): local polynomial estimation when a confounder sits at the same cutoff, plus two validity tests and partial-identification bounds.
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.
Claim-relative identified sets across benchmark evaluation specifications
A unified Python framework for causal effect bounding algorithms
Estimating the Effect of Persuasion in Stata
Implementation for the working paper: Symmetry-Informed Causal Partial Identification
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.
Replication files for Jun and Lee (2022)
Mémoire d'actuariat (ENSAE Paris, Institut des actuaires) : le besoin de capital lié à la non-conformité au règlement DORA, modélisé par une cascade dirigée entre ses cinq piliers. Chaque nombre du mémoire est vérifié contre la sortie du script qui le calcule.
Archival code, results, and reproducibility bundle for common-witness counterfactual image audits; see KNOWN_ISSUES.md before rerunning.
Beyond Return Ratios: identification, partial identification, timing effects, mechanism evidence, simulations, and reproducibility for leveraged ETFs (LETFs) in quantitative finance.
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.
Unrefereed candidate on sharp partial identification of diversification histories, with executable replay and scoped assurance
R package for regression sensitivity analysis to omitted variable bias: identified sets and breakdown points following Diegert, Masten & Poirier (2026) and Oster (2019).
To associate your repository with the partial-identification topic, visit your repo's landing page and select "manage topics."