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Decentralized learning topologies can be optimized using only local neighborhood and friend-of-a-friend information, achieving competitive performance without global graph awareness.
Only ten of the sixteen theoretically possible irreducible Weyl configurations can physically exist as standalone crystalline phases, directly exposing five entirely new, high-charge topological states of matter.
Chiral molecular purification is no longer constrained to idealized $J \le 1$ ground states: enantiomer-specific dark states engineered across $J=1,2$ manifolds make coherent state transfer viable in realistic, thermally populated ensembles.
AVTP achieves a 2x inference speedup in LVLMs while maintaining up to 96.1% accuracy, revolutionizing multi-image processing efficiency.
Occlusion-aware gating in SIGMA-Lane significantly improves temporal consistency in video lane detection, outperforming traditional methods under heavy occlusion.