As declared by Seifert et al. [1997], the episodic memory of the experiences from past episodes plays a crucial role in the complex decision-making processes of human [Suddendorf and Corballis, 2007]. By recollecting the experiences from past episodes, the human can learn from success to repeat it and learn from failure to avoid it.

Personalized federated learning algorithms have shown promising results in adapting models to various distribution shifts.

The preliminary evaluation by NHTSA is the first step before potentially seeking a recall of the vehicles. The preliminary evaluation by NHTSA is the first step before potentially seeking a recall of the vehicles. US automobile safety regulators have opened an investigation into Tesla vehicles equipped with its full self-driving technology over traffic-safety violations after a series of crashes. The National Highway Traffic Safety Administration (NHTSA) said the electric carmaker's self driving assistance system, which requires drivers to pay attention and intervene if needed, had "induced vehicle behaviour that violated traffic safety laws". The preliminary evaluation by the NHTSA is the first step before potentially seeking a recall of the vehicles if it believes they pose a risk to safety.

Then, we propose FreTS, a simple yet effective architecture built upon Fre quency-domain MLPs for T ime S eries forecasting.

To speed up ACL, this paper proposes a robustness-aware coreset selection (RCS) method.