← Search

Yu-Zhe Shi

5 accepted papers

2025

Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs

ICLR 2025poster

Self-driving laboratories have begun to replace human experimenters in performing single experimental skills or predetermined experimental protocols. However, as the pace of idea iteration in scientific research has been intensified by Artificial Intelligence, the demand for rapid design of new prot…

Cited by 0SourcePDFScholar
2025

Targeted control of fast prototyping through domain-specific interface

ICML 2025poster

Industrial designers have long sought a natural and intuitive way to achieve the targeted control of prototype models---using simple natural language instructions to configure and adjust the models seamlessly according to their intentions, without relying on complex modeling commands. While Large La…

Cited by 0SourcePDFScholar
2024

AutoDSL: Automated domain-specific language design for structural representation of procedures with constraints

ACL 2024long

Accurate representation of procedures in restricted scenarios, such as non-standardized scientific experiments, requires precise depiction of constraints. Unfortunately, Domain-specific Language (DSL), as an effective tool to express constraints structurally, often requires case-by-case hand-craftin…

Cited by 3SourcePDFScholar
2024

Expert-level protocol translation for self-driving labs

NeurIPS 2024poster

Recent development in Artificial Intelligence (AI) models has propelled their application in scientific discovery, but the validation and exploration of these discoveries require subsequent empirical experimentation. The concept of self-driving laboratories promises to automate and thus boost the ex…

Cited by 1SourcePDFScholar
2023

On the Complexity of Bayesian Generalization

ICML 2023poster

We examine concept generalization at a large scale in the natural visual spectrum. Established computational modes (*i.e.*, rule-based or similarity-based) are primarily studied isolated, focusing on confined and abstract problem spaces. In this work, we study these two modes when the *problem space…