Education
A Proof for Theorem 1 Suppose (M,µ) is the base manifold of dimension n with respect to graph G and GNN model f
Lebesgue integrable by thinking of nodes embedded on the manifold, i.e., g 2 L We justify parametric GKD from a variational inference perspective. By definition in Section 4.2 we have a forward GNN model Correspondingly in Eqn. 7, the left equation is a general GNN layer (corresponding to discretized Further considering different discretization schemes (e.g., implicit scheme, multi-step schemes) yields different variants of GRAND [ All experiments are conducted on NVIDIA V100 with 16 GB memory. We train the model by Adam optimizer. For the main results reported in Tab. 1 and 2, we choose the backbone We choose three benchmark citation network datasets, i.e., Cora, Citeseer and Pubmed, and a large-scale network dataset OGB-Arxivfor node classification. For parameter tuning, we adopt grid search method to search for hyper-parameters on validation set.
Online Learning and Control of Dynamical Systems from Sensory Input
Identifying an effective model of a dynamical system from sensory data and using it for future state prediction and control is challenging.
Appendices for: Local Hyper-Flow Diffusion
Table C.2: Summary of ground-truth clusters used in the experiments
Teachers Are Trying to Make AI Work for Them
One day last spring, in a high school classroom in Texas, students were arguing about who to kill off first. It was a thought experiment with a sci-fi premise: A global zombie outbreak has decimated major cities. One hundred frozen embryos meant to reboot humanity are safe in a bomb shelter, but the intended adult caretakers never made it. Instead, 12 random civilians stumbled in. The students had to decide who would die and who would live to raise the future of the human race.
Tech in the Classroom: A History of Hype and Hysteria
If you're a parent, an educator, or just someone who's been to school, you've probably developed an opinion about generative AI in classrooms. You might fear the demise of the five-paragraph essay, the ever-increasing ease of cheating, or, worse, the end of critical thinking altogether. But don't worry: The anxiety surrounding large language models in schools is anything but unprecedented. In 1975, teachers fretted that handheld calculators would undermine students' capacity to "handle basic skills like reading, writing, and arithmetic," according to a report in The New York Times. Others, though, believed calculators could "free students to concentrate on basic principles."
