Electronic Design Automation (EDA) includes a set of tools for circuit design in different development stages especiallylogic synthesisstage andplacementstage (Fig.1).

Additionally, we show generalization performance of our proposed method across differentvisualdomains. Withthegiven problemcategory(task),asubsetforlearning can be sampled (via domain episode module in Figure 4 in main text). Here, by replacingclass with task, K-shot andN-task reasoning framework can be defined. Here, we show analogical learning with the existing meta learning framework for fast adaptation fromthesourcedomain tothetargetdomain.

However,most existing UDAmethods arelimitedtoone-to-one domain adaptation, which tends tobeinefficient andresourceintensive when faced with multi-target domain transfer tasks.

Aid reaches Sudan's Kordofan as over 30 countries alarmed by drone attacks United Nations aid trucks have reached an area in Sudan that has been cut off from relief efforts amid warnings that deadly drone strikes are making the hunger crisis in that part of the country worse. The UN said on Wednesday that its aid trucks had reached Dilling and Kadugli, in central Sudan's Kordofan region, with "life-saving" humanitarian supplies. "Dilling and the nearby city of Kadugli have been largely cut off from aid for more than two years, leaving communities with severe shortages of humanitarian assistance," the UN said. The aid delivery came as more than 30 countries issued a statement on Wednesday expressing "grave concern" at a recent "severe escalation" in drone attacks amid "heavy fighting" in the Darfur and Kordofan regions. The 28 European Union countries, plus Canada, New Zealand and the United Kingdom, warned that "intentional attacks" against aid workers and "wilfully impeding" relief supplies, "may amount to war crimes".

BytheMarkovian assumption forlatent state vectors, the Hessian matrix is tri-block diagonal. To facilitate convergence, we initialize the Newton update with a smoothing estimate bylocalGaussian approximation. Theforwardfiltering foradynamic Poisson modelhas been previously described (Eden etal., 2004), and we use anadditional backward pass tosmooth (Rauchetal.,1965). Without constraints, the sampling ofh(j), g(j) and σ2(j) is the same as shown previously. The update of A(j), b(j) and Q(j) is the standard multivariate Bayesian linear regression.