3 papers
cs.LG2025
Deep Autoregressive Models as Causal Inference Engines
Daniel Jiwoong Im, Kevin Zhang, Nakul Verma +1
Existing causal inference (CI) models are often restricted to data with low-dimensional confounders and singleton actions. We propose an autoregressive (AR) CI framework capable of…
cs.LG2024
Active and Passive Causal Inference Learning
Daniel Jiwoong Im, Kyunghyun Cho
This paper serves as a starting point for machine learning researchers, engineers and students who are interested in but not yet familiar with causal inference. We start by laying…
cs.LG2024
UAMM: Price-oracle based Automated Market Maker
Daniel Jiwoong Im, Alexander Kondratskiy, Vincent Harvey +1
Automated market makers (AMMs) are pricing mechanisms utilized by decentralized exchanges (DEX). Traditional AMM approaches are constrained by pricing solely based on their own liq…