The COSTA system pioneers cascade spatio-temporal attention plus memory-distilled iterative cross-modal alignment, cutting redundant video clutter and lifting dialogue response quality to new SOTA on long, dynamic videos.

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.