On 55 million NYC taxi trips, XGBoost outperforms GAT and TimesNet on clean and noisy fare prediction, but the comparison is weakened by missing error bars and contradictory claims.
Current-driven dynamics of antiferromagnetic skyrmions: from skyrmion Hall effects to hybrid inter-skyrmion scattering
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Antiferromagnetic (AFM) skyrmions have emerged as a highly promising avenue in the realm of spintronics, particularly for the development of advanced racetrack memory devices. A distinguishing feature of AFM skyrmions is their zero topological charge and hence anticipated zero skyrmion Hall effect (SkHE). Here, we unveil that the latter is surprisingly finite under the influence of spin-transfer torque, depending on the direction of the injected current impinging on intrinsic AFM skyrmions emerging in CrPdFe trilayer on Ir(111) surface. Hinging on first-principles combined with atomistic spin dynamics simulations, we identify the origin of the SkHE and uncover that FM skyrmions in the underlying Fe layer act as effective traps for AFM skyrmions, confining them and reducing their velocity. These findings hold significant promise for spintronic applications, the design of multi-purpose skyrmion-tracks, advancing our understanding of AFM-FM skyrmion interactions and hybrid soliton dynamics in heterostructures.
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Robust Taxi Fare Prediction Under Noisy Conditions: A Comparative Study of GAT, TimesNet, and XGBoost
On 55 million NYC taxi trips, XGBoost outperforms GAT and TimesNet on clean and noisy fare prediction, but the comparison is weakened by missing error bars and contradictory claims.