This requires abandoning diplomatic niceties and adopting a more confrontational stance. Futile calls for dialogue only embolden the GD regime, while clear, uncompromising demands signal Western ...

This paper contributes a gradient descent-based adaptive control method for uncertain dynamical systems. This method offers an alternative approach for the time-varying command following problem by ...

We introduce a continuous-time coordination algorithm to solve unconstrained optimization problems with additive structure. The proposed algorithm can be interpreted as a modified version of the ...

However, in practice, applying gradient descent (GD) on the average loss across all tasks may yield ... In this work, we introduce Fast Adaptive Multitask Optimization (FAMO), a dynamic weighting ...

An Antarctic eelpout swims gracefully in cold dark depths without freezing its internal juices. It does this with the help of anti-freezing proteins (AFPs) which are by-products of million mutations ...

nblocks (int): Packing several blocks as one for tuning together (default is 1). gradient_accumulate_steps (int): Number of gradient accumulation steps (default is 1). low_gpu_mem_usage (bool): ...