Objective To evaluate the efficacy and postoperative survival following laparoscopic and laparotomy hepatectomy of pediatric liver neoplasm (PLN). Methods A retrospective analysis was conducted on 180 patients who underwent hepatectomy of PLN in our center between January 2014 an…
When does a weight-tied looped transformer -- one block applied T times -- implement an actual algorithm? We answer with four findings from controlled populations on group word problems. (1) The budget law: free training installs a linear computation frontier, a mechanism that so…
In the pursuit of robust and generalizable category-level object pose estimation, most existing methods adopt parametric formulations that learn effective representations from data, yet they primarily encode category-level patterns into fixed shape priors or static parameter weig…