This Will Not Be Generative attends to the semiotics of ecological writings via Caribbean literary studies and black critical theory. Closely reading texts by Donna Haraway, Monique Allewaert, and Lisa Wells, it exposes how the language of tentacles and tendrils, an assumptive 'we,' and redemptive sympathy or 'care' disguises extraction from black people and blackness. This often speculative rhetoric, abetted by fantasies of white communion with indigenous groups, contrasts with the horror semiotics of the films Get Out (2017) and Midsommar (2019), which unmask the antagonistic relationship between white survival 'at the end of the world' and blackness as compost.

Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative adversarial networks (GANs), encoder-decoder models and world models. Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you’ll understand how to make your models learn more efficiently and become more creative. Discover how variational autoencoders can change facial expressions in photos Build practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generation Create recurrent generative models for text generation and learn how to improve the models using attention Understand how generative models can help agents to accomplish tasks within a reinforcement learning setting Explore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN

Using a blend of historical and literary analysis, Colonial Phantoms reveals how Western discourses have ghosted—miscategorized or erased—the Dominican Republic since the nineteenth century despite its central place in the architecture of the Americas. Through a variety of Dominican cultural texts, from literature to public monuments to musical performance, it illuminates the Dominican quest for legibility and resistance.

The goal of this book is twofold. On the one hand we want to offer a discussion of some of the more important properties of the nominal projection, on the other hand we want to provide the reader with tools for syntactic analysis which apply to the structure of DP but which are also relevant for other domains of syntax. In order to achieve this dual goal we will discuss phenomena which are related to the nominal projection in relation to other syntactic phenomena (e.g. pro drop will be related to N-ellipsis, the classification of pronouns will be applied to the syntax of possessive pronouns, N-movement will be compared to V-movement, the syntax of the genitive construction will be related to that of predicate inversion etc.). In the various chapters we will show how recent theoretical proposals (distributed morphology, anti-symmetry, checking theory) can cast light on aspects of the syntax of the NP. When necessary, we will provide a brief introduction of these theoretical proposals. We will also indicate problems with these analyses, whether they be inherent to the theories as such (e.g. what is the trigger for movement in antisymmetric approaches) or to the particular instantiations. The book cannot and will not provide the definitive analysis of the syntax of noun phrases. We consider that this would not be possible, given the current flux in generative syntax, with many new theoretical proposals being developed and explored, but the book aims at giving the reader the tools with which to conduct research and to evaluate proposals in the literature. In the discussion of various issues, we will apply the framework that is most adequate to deal with problems at hand. We will therefore not necessarily use the same approach throughout the discussion. Though proposals in the literature will be referred to when relevant, we cannot attempt to provide a critical survey of the literature. We feel that such a survey would be guided too strongly by theoretical choices, which would not be compatible with the pedagogical purposes this book has. The book is comparative in its approach, and data from different languages will be examined, including English, German, Dutch (West-Flemish), Greek, Romance, Semitic, Slavic, Albanian, Hungarian, Gungbe.

Cancel culture addresses real harm...and sometimes causes more. It’s time to think this through. “Cancel” or “call-out” culture is a source of much tension and debate in American society. The infamous “Harper’s Letter,” signed by public intellectuals of both the left and right, sought to settle the matter and only caused greater division. Originating as a way for marginalized and disempowered people to take down more powerful abusers, often with the help of social media, cancel culture is seen by some as having gone “too far.” Adrienne maree brown, a respected cultural voice and a professional mediator, reframes the discussion for us, in a way that points to possible ways beyond the impasse. Most critiques of cancel culture come from outside the milieus that produce it, sometimes from even from its targets. Brown explores the question from a Black, queer, and feminist viewpoint that gently asks, how well does this practice serve us? Does it prefigure the sort of world we want to live in? And, if it doesn’t, how do we seek accountability and redress for harm in a way that reflects our values?

Testimony is an invaluable source of knowledge. We rely on the reports of those around us for everything from the ingredients in our food and medicine to the identity of our family members. Recent years have seen an explosion of interest in the epistemology of testimony. Despite the multitude of views offered, a single thesis is nearly universally accepted: testimonial knowledge is acquired through the process of transmission from speaker to hearer. In this book, Jennifer Lackey shows that this thesis is false and, hence, that the literature on testimony has been shaped at its core by a view that is fundamentally misguided. She then defends a detailed alternative to this conception of testimony: whereas the views currently dominant focus on the epistemic status of what speakers believe, Lackey advances a theory that instead centers on what speakers say. The upshot is that, strictly speaking, we do not learn from one another's beliefs - we learn from one another's words. Once this shift in focus is in place, Lackey goes on to argue that, though positive reasons are necessary for testimonial knowledge, testimony itself is an irreducible epistemic source. This leads to the development of a theory that gives proper credence to testimony's epistemologically dual nature: both the speaker and the hearer must make a positive epistemic contribution to testimonial knowledge. The resulting view not only reveals that testimony has the capacity to generate knowledge, but it also gives appropriate weight to our nature as both socially indebted and individually rational creatures. The approach found in this book will, then, represent a radical departure from the views currently dominating the epistemology of testimony, and thus is intended to reshape our understanding of the deep and ubiquitous reliance we have on the testimony of those around us.

Covering linguistic research on empty categories over more than three decades, this monograph presents the result of an in-depth syntactic and focus-theoretical investigation of ellipsis in generative grammar. The phenomenon of ellipsis most generally refers to the omission of linguistic material, structure and sound. The central aim of this book is to explain on the basis of linguistic theorizing of how it is possible that we understand more than we actually hear. The answer developed throughout this book is that ellipsis is an interface phenomenon which can only be explained on the basis of the complex interaction between syntax, semantics and information structure. Scholars of grammar and cognitive scientists will profit from reading this book.