3 papers
cs.DL2026
Measuring Research Difficulty of Academic Papers: A Case Study in Natural Language Processing
Haochuan Li, Jingyuan Li, Yi Zhao +4
With the rapid growth of the number of academic papers, systematically evaluating the difficulty of research and its relationship to academic impact offers important significance f…
stat.ME2026
Design-Based Inference under Random Potential Outcomes
Yukai Yang
We study whether mechanism-level causal estimands, defined as expectations over latent stochastic environments, can be consistently recovered from a single realised randomised expe…
stat.ME2026
Subsample-Based Estimation under Dynamic Contamination
Yukai Yang, Rickard Sandberg
This paper studies a structural failure of subsample-based estimation in dynamic time series models. Even under oracle knowledge of contamination locations, removing contaminated o…