activity
20202026
most citedIdentification Methods With Arbitrary Interventional Distributions as Inputs

2 citations · 7 across the 7 of their papers we have counts for

collaborators

8 papers

cs.LG2026

Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA

Mind Lab, :, Vin Bo +80

Macaron-V1 is an open agent-model family for experiential intelligence: learning from experience in real environments and continuing to learn after deployment. It is organized arou…

stat.ME2024

Zero Inflation as a Missing Data Problem: a Proxy-based Approach

Trung Phung, Jaron J. R. Lee, Opeyemi Oladapo-Shittu +8

A common type of zero-inflated data has certain true values incorrectly replaced by zeros due to data recording conventions (rare outcomes assumed to be absent) or details of data…

stat.ME2024

A General Identification Algorithm For Data Fusion Problems Under Systematic Selection

Jaron J. R. Lee, AmirEmad Ghassami, Ilya Shpitser

Causal inference is made challenging by confounding, selection bias, and other complications. A common approach to addressing these difficulties is the inclusion of auxiliary data…

cs.RO20231 cited

An Introduction to Causal Inference Methods for Observational Human-Robot Interaction Research

Jaron J. R. Lee, Gopika Ajaykumar, Ilya Shpitser +1

Quantitative methods in Human-Robot Interaction (HRI) research have primarily relied upon randomized, controlled experiments in laboratory settings. However, such experiments are n…

stat.ME20232 cited

Ananke: A Python Package For Causal Inference Using Graphical Models

Jaron J. R. Lee, Rohit Bhattacharya, Razieh Nabi +1

We implement Ananke: an object-oriented Python package for causal inference with graphical models. At the top of our inheritance structure is an easily extensible Graph class that…

stat.ME2020

Path Dependent Structural Equation Models

Ranjani Srinivasan, Jaron Lee, Rohit Bhattacharya +2

Causal analyses of longitudinal data generally assume that the qualitative causal structure relating variables remains invariant over time. In structured systems that transition be…