The basic GAN trainingrecipe is to train the generator G and an adversarial discrimi-nator D simultaneously [8]. Additionally, we jointly train anencoder E with the generator G, using a reconstruction loss(i.e., the Encoder and Generator function together as an au-toencoder). Finally, we add two components that introducethe classifier into the training procedure.

a) A conditionalgenerative model that maps an embedding w into an outputimage. b) An encoder that maps any input image into anembedding w, so that the generator can modify attributesin real images. c) A mechanism for “intervening” with thegeneration process to change visual attributes in the image

Our contributions are as follows

driving latent attributes in the GAN’s StyleSpace to captureclassifier-specific attributes

StylEx, explains the decisions of aclassifier by discovering and visualizing multiple attributes that affect its prediction.

Better contribution workflow: We will be using GitHub’s contribution tools and features, essentially moving MDN from a Wiki model to a pull request (PR) model. This is so much better for contribution, allowing for intelligent linting, mass edits, and inclusion of MDN docs in whatever workflows you want to add it to (you can edit MDN source files directly in your favorite code editor).

I'll work on a preliminary PR (which I expect will need some love from maintainers, sorry!)

Please focus on explaining the motivation so that if this RFC is not accepted, the motivation could be used to develop alternative solutions. In other words, enumerate the constraints you are trying to solve without coupling them too closely to the solution you have in mind.

auto-closes the related issue(s) (http://tr.im/vFqem).

Description explains the issue / use-case resolved

PR has tests / docs demo, and is linted.

PR has tests / docs demo, and is linted. Commit and PR titles begin with [ComponentName], and are in imperative form: "[Component] Fix leaky abstraction". Description explains the issue / use-case resolved, and auto-closes the related issue(s) (http://tr.im/vFqem).

A tool to help determine weights (or a feature of a creditmap tool) seems most likely to be successful. Such a tool would likely have provide simultaneous views of the credit map and weights: one that allows a detailed view of any particular contriponent and its weight, and the other that provides a view (perhaps graphical) of the entire creditmap and weights.

The value of transitive credit is in measuring the indirect contributions to a product, which today are not quantitatively captured

how the credit map for a product A, which is used by a product B, feeds into the credit map for product B

Any product should list all authors (as currently listed as authors of a paper), all contributors (as currently listed in the acknowledgements of a paper) and all component products that have been used, including both publications and other products such as software and data (as currently either cited, acknowledged, or not included in a paper).

Methods for doing this weighting, whether using a taxonomy or a more traditional list of authors, and analysis of these methods and their impact would likely be developed if this overall idea moves forward.

A group of local or global learners who reach a common outcome while connecting and learning online

a design briefing a development methodology or tools an interaction technique an interactive system a reflective analysis results from fieldwork and ethnography, e.g., findings, guidelines, etc. results from laboratory studies, e.g., findings, techniques, methods, etc. theory or model.

to be happy and to have meaning in the world, you must concentrate on developing Knowledge and allow it to contribute itself where it knows it can be of the greatest benefit. This will fulfill your need for relationship and community.

You are preparing to be a contributor in a new set of circumstances. You must have great confidence in your own experience in order to prepare because there will be little agreement around you. Perhaps you cannot define your intent, but that is okay because Knowledge is working within you. You are the forerunner of great change, but the great change will come in the next century, and it will be greater than what you experience now.

eople did not come here on vacation. Vacation is when you go Home. Then you lie on the beach-if there were a beach! No, you came here to work, to experience and to contribute. That is why your stay here is so brief.If coming to the world were a holiday, you could come for hundreds of years, but it's not a holiday. If you think it's a holiday, you will feel empty because life here cannot give you what you had before. The world does not possess the reality of your Spiritual Family, and so the intimacy and integration that are absolutely natural in your former state cannot be duplicated here completely. Yes, the world can be lots of fun, but only for those who are contributing because they are enjoying their own presence in the world. The world is bringing forth the value that they have brought with them. This is entirely natural and is no sacrifice.