Top 10 Open Challenges Steering the Future of Diffusion Language Model and Its Variants. - Yunhe Wang 001; Kai Han 002; Huiling Zhen; Yuchuan Tian; Hanting Chen; Yongbing Huang; Yufei Cui; Yingte Shu; Shan Gao; Ismail Elezi; Roy Vaughan Miles; Songcen Xu; et al. (CoRR, 2026)

A Benchmark for Deep Information Synthesis. - Debjit Paul; Daniel Murphy; Milan Gritta; Ronald Cardenas; Victor Prokhorov; Lena Sophia Bolliger; Aysim Toker; Roy Vaughan Miles; Andreea-Maria Oncescu; Jasivan Alex Sivakumar; Philipp Borchert; Ismail Elezi; et al. (CoRR, 2026)