's suggestion to draw the external nodes on the left-hand side differs from But this wouldn't be as flexible as we'd like; for example, we'd like to query a HMM for the But conjunction is an operation on FGGs, not factor graphs, so at the time of conjunction, no renaming has taken place. We agree that the notation should be improved and will think about how to do so. Lemma 15 does not change the generated graphs and cannot change their treewidth. We mean that an FGG can't generate the

We are very grateful to the reviewers for their insightful, thorough, and thoughtful reviews. We will also include additional low-level details in the paper. The models are indeed inferior in terms of latency on current hardware. R2: Resolution & Stride: As we discuss briefly in section 2.4, for the large scale experiments we consider a separate The number of output nodes is the channels that MobileNetV1 has for that resolution. Thank you for the relevant papers which we will include.

Act quickly when you receive an invitation to review. If you wait several days before deciding that you just don't have time, those are days that have gone by without the journal being able to seek another reviewer. Honor the time allotted for your review – the editors and the authors are counting on you! You get a "sneak peek" about scientific advances months before others will see them published in a journal! Respect the authors' intellectual efforts and maintain the confidentiality of their manuscript.