In this work, we study the effect of occlusion on video action recognition.

Lipschitzness, which we make precise in Section 2 and in Assumption 3.1.

Our preliminary results suggest that the regularized exponential mechanism can effectively emulate previous empirical and population risk bounds, negating the need for smoothness assumptions for algorithms with polynomial running time.

U, which achieves an unbiased stochastic approximation of the meta gradient for bi-level optimization.

Breakthroughs, discoveries, and DIY tips sent six days a week. Whether it's the ocean's deepest hydrothermal vents or tall mountain peaks, bacteria is likely surviving and thriving. Ice caves can host a wide variety of microorganisms and offer biologists a bevy of genetic diversity that still has to be studied. And it could help save lives. A team of scientists in Romania tested antibiotic resistance profiles with a bacterial strain that was hidden in a 5,000-year-old layer of ice inside an underground ice cave.

We establish a mathematical framework for guided diffusion to systematically study its optimization theory and algorithmic design.

While deep networks have achieved broad success in analyzing natural images, when applied to medical scans, they often fail in unexpected situations.