3 papers
cs.CL2026
DigitalCoach: Communication and Grounding Gaps in Human and Agentic Computer Use Coaching
Meng Chen, Anya Ji, Tsung-Han Wu +4
Agents are increasingly capable of automating software tasks, but can they teach humans how to use software themselves? We introduce DigitalCoach, a multimodal dataset of 72 human…
cs.AI2026
Optimal Experiments for Partial Causal Effect Identification
Tobias Maringgele, Jalal Etesami
Causal queries are often only partially identifiable from observational data, and experiments that could tighten the resulting bounds are typically costly. We study the problem of…
cs.LG2025
Bounding Causal Effects and Counterfactuals
Tobias Maringgele
Causal inference often hinges on strong assumptions - such as no unmeasured confounding or perfect compliance - that are rarely satisfied in practice. Partial identification offers…