Defining Expertise: Applications to Treatment Effect Estimation

2 code implementations • 1 Mar 2024 • Alihan Hüyük, Qiyao Wei, Alicia Curth, Mihaela van der Schaar

Actions of an expert thus naturally encode part of their domain knowledge, and can help make inferences within the same domain: Knowing doctors try to prescribe the best treatment for their patients, we can tell treatments prescribed more frequently are likely to be more effective.

Inductive Bias Model Selection

Reference-Limited Compositional Zero-Shot Learning

1 code implementation • 22 Aug 2022 • Siteng Huang, Qiyao Wei, Donglin Wang

Compositional zero-shot learning (CZSL) refers to recognizing unseen compositions of known visual primitives, which is an essential ability for artificial intelligence systems to learn and understand the world.

Compositional Zero-Shot Learning

Reference-Limited Compositional Learning: A Realistic Assessment for Human-level Compositional Generalization

no code implementations • 29 Sep 2021 • Siteng Huang, Qiyao Wei, Donglin Wang

To narrow the considerable gap between artificial and human intelligence, we propose a new task, namely reference-limited compositional learning (RLCL), which reproduces three core challenges to mimic human perception: compositional learning, few-shot, and few referential compositions.