SGR turns adversarial shortcuts into teachers, isolating invariant subgraph rationales and delivering the first XGL framework provably robust against spurious correlations on both synthetic and real-world graphs.

A MOF-derived hollow tubular g-C₃N₄/ZnIn₂S₄ S-scheme heterojunction has been developed for efficient photocatalytic nitric oxide (NO) conversion, achieving a high removal rate of 67.29% and superior selectivity toward non-toxic nitrate.

With global population growth and rising food demand, agriculture ensures food supply while bringing severe environmental problems. Among these, agricultural non-point source pollution (ANPSP) has become one of the major factors affecting water health and ecological security.

In the vast cotton fields of Xinjiang, plastic film covering technology has been a weapon for increasing yield—it conserves water, raises temperatures, and improves water utilization efficiency, significantly boosting cotton production in arid regions.

Research team debuts the first deterministic streaming algorithms for non-monotone submodular maximization, delivering superior approximation ratios with minimal memory and real-time throughput on massive datasets.