FPMCO decomposes multi-constraint RL into KL-projection sub-problems, achieving higher reward with lower computing than second-order rivals on the new SCIG robotics benchmark.

Researchers have developed a hybrid material by integrating bipyramid-shaped gold nanocrystals with sharp edge with a covalent organic framework. This novel structure harnesses concentrated light energy at the gold tips, significantly enhancing the efficiency of photocatalytic hydrogen evolution—a clean method to produce fuel from water and sunlight.

Recent survey delivers the first systematic benchmark of TSP solvers spanning end-to-end deep learners, hybrid methods and brand-new LLM-based hybrids, revealing that hybrids give best-in-class routes in record time.

Meet ncRNA2MetS v2.0, the largest experimentally verified repository linking 1,505 ncRNAs to metabolic syndrome and its five core disorders, offered through an intuitive eight-module web portal.

Researchers introduce a group-driven initialization that fuses search history with graph modularity, boosting state-of-the-art local solvers for k-quasi-clique and k-plex without altering their search routines.

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.