Today's "machine-learning" systems, trained by data, are so effective that we've invited them to see and hear for us-and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull resumes until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole-and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called "artificial intelligence." They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian's riveting account, we meet the alignment problem's "first-responders," and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they-and we-succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity's biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture-and finds a story by turns harrowing and hopeful.

In The Orce Man: Controversy, Media and Politics in Human Origins Research, Miquel Carandell presents a thrilling story of a controversy on an Spanish "First European" that involved scientists, politicians and newspapers. In the early 1980s, with Spanish democracy in its beginnings, the Orce bone was transformed from a famous human ancestor to an apparently ridiculous donkey remain. With a chronological narrative, this book is not centered on whether the bone was human or not, but on the circumstances that made a certain claim credible or not, from both the scientific community and the general public. Carandell's analysis draws on the thin line that separates success from failure and the role of media and politics in the controversy.

Brian Skyrms presents eighteen essays which apply adaptive dynamics (of cultural evolution and individual learning) to social theory. Altruism, spite, fairness, trust, division of labor, and signaling are treated from this perspective. Correlation is seen to be of fundamental importance. Interactions with neighbors in space, on static networks, and on co-evolving dynamics networks are investigated. Spontaneous emergence of social structure and of signaling systems are examined in the context of learning dynamics.

Nobel laureate Roald Hoffmann's contributions to chemistry are well known. Less well known, however, is that over a career that spans nearly fifty years, Hoffmann has thought and written extensively about a wide variety of other topics, such as chemistry's relationship to philosophy, literature, and the arts, including the nature of chemical reasoning, the role of symbolism and writing in science, and the relationship between art and craft and science. In Roald Hoffmann on the Philosophy, Art, and Science of Chemistry, Jeffrey Kovac and Michael Weisberg bring together twenty-eight of Hoffmann's most important essays. Gathered here are Hoffmann's most philosophically significant and interesting essays and lectures, many of which are not widely accessible. In essays such as "Why Buy That Theory," "Nearly Circular Reasoning," "How Should Chemists Think," "The Metaphor, Unchained," "Art in Science," and "Molecular Beauty," we find the mature reflections of one of America's leading scientists. Organized under the general headings of Chemical Reasoning and Explanation, Writing and Communicating, Art and Science, Education, and Ethics, these stimulating essays provide invaluable insight into the teaching and practice of science.

A discussion of the rapidly growing field, from a thinker at the forefront of research at the interface of technology and the humanities, this is a must-read for anyone interested in contemporary developments in Continental philosophy and philosophy of technology. Philosophy of technology regularly draws on key thinkers in the Continental tradition, including Husserl, Heidegger, and Foucault. Yet because of the problematic legacy of the 'empirical turn', it often criticizes 'bad' continental tendencies - lyricism, pessimism, and an outdated view of technology as an autonomous, transcendental force. This misconception is based on a faulty image of Continental thought, and in addressing it Smith productively redefines our concept of technology. By closely engaging key texts, and by examining 'exceptional technologies' such as imagined, failed, and impossible technologies that fall outside philosophy of technology's current focus, this book offers a practical guide to thinking about and using continental philosophy and philosophy of technology. It outlines and enacts three key characteristics of philosophy as practiced in the continental tradition: close reading of the history of philosophy; focus on critique; and openness to other disciplinary fields. Smith deploys the concept of exceptional technologies to provide a novel way of widening discussion in philosophy of technology, navigating the relationship between philosophy of technology and Continental philosophy; the history of both these fields; the role of imagination in relation to technologies; and the social function of technologies themselves.

The nature of matter and the idea of indivisible parts has fascinated philosophers, historians, scientists and physicists from antiquity to the present day. This collection covers the richness of its history, starting with how the Ancient Greeks came to assume the existence of atoms and concluding with contemporary metaphysical debates about structure, time and reality. Focusing on important moments in the history of human thought when the debate about atomism was particularly flourishing and transformative for the scientific and philosophical spirit of the time, this collection covers: - The discovery of atomism in ancient philosophy - Ancient non-Western, Arabic and late Medieval thought - The Renaissance, when along with the re-discovery of ancient thought, atomism became once again an important doctrine to be fully debated - Logical atomism in early analytic philosophy, with Russell and Wittgenstein - Atomism in Liberalism and Marxism - Atomism and the philosophy of time - Atomism in contemporary metaphysics - Atomism and the sciences Featuring 28 chapters by leading and younger scholars, this valuable collection reveals the development of one of philosophy's central doctrines across 2,500 years and within a broad range of philosophical traditions.

Robert Boyle (1627-1691) believed that a reductionist conception of the mechanical philosophy threatened the heuristic power and autonomy of chemistry as an experimental science. While some historical and philosophical scholars have examined his nuanced position, understanding the chemical philosophy he developed through his own experimental work is incredibly difficult even for experts in the field. In The Chemical Philosophy of Robert Boyle, Marina Paola Banchetti-Robino energetically explains Boyle's ideas in a whole new light and proposes that Boyle regarded chemical qualities as non-reducible dispositional and relational properties that emerge from, and supervene upon, the mechanistic structure of chymical atoms. Banchetti-Robino demonstrates that these ideas are implicit in Boyle's writing, making his philosophical contributions crucial to the fields of both philosophy and chemistry. The arguments presented are further strengthened by a detailed mereological analysis of Boylean chymical atoms as chemically elementary entities, which establishes the theory of wholes and parts that is most consistent with an emergentist conception of chemical properties. More generally, this book examines the way in which Boyle sought to accommodate his complex chemical philosophy within the framework of the 17th century mechanistic theory of matter. Banchetti-Robino conceptualizes Boyle's experimental work as a scientific research programme, in the Lakatosian sense, to better explain the positive and negative heuristic function of the mechanistic theory of matter within his chemical philosophy. The Chemical Philosophy of Robert Boyle actively engages with the contemporary and lively debates over the nature of Boyle's ideas about structural chemistry, fundamental mechanistic particles and properties, the explanatory power of subordinate causes, the complex relation between fundamental particles, natural kinds, and unified chemical wholes. The book is a rich historical account that begins with the dominant paradigms of 16th and 17th Century chemical philosophy and takes readers all the way through to the 21st Century.

Probability is increasingly important for our understanding of the world. What is probability? How do we model it, and how do we use it? Timothy Childers presents a lively introduction to the foundations of probability and to philosophical issues it raises. He keeps technicalities to a minimum, and assumes no prior knowledge of the subject. He explains the main interpretations of probability-frequentist, propensity, classical, Bayesian, and objective Bayesian-and uses stimulating examples to bring the subject to life. All students of philosophy will benefit from an understanding of probability, and this is the book to provide it.

Material objects persist through time and survive change. How do they manage to do so? What are the underlying facts of persistence? Do objects persist by being "wholly present" at all moments of time at which they exist? Or do they persist by having distinct "temporal segments" confined to the corresponding times? Are objects three-dimensional entities extended in space, but not in time? Or are they four-dimensional spacetime "worms"? These are matters of intense debate, which is now driven by concerns about two major issues in fundamental ontology: parthood and location. It is in this context that broadly empirical considerations are increasingly brought to bear on the debate about persistence.
Persistence and Spacetime pursues this empirically based approach to the questions. Yuri Balashov begins by setting out major rival views of persistence -- endurance, perdurance, and exdurance -- in a spacetime framework and proceeds to investigate the implications of Einstein's theory of relativity for the debate about persistence. His overall conclusion -- that relativistic considerations favour four-dimensionalism over three-dimensionalism -- is hardly surprising. It is, however, anything but trivial. Contrary to a common misconception, there is no straightforward argument from relativity to four-dimensionalism. The issues involved are complex, and the debate is closely entangled with a number of other philosophical disputes, including those about the nature and ontology of time, parts and wholes, material constitution, causation and properties, and vagueness.

John Cottingham explores central areas of Descartes's rich and wide-ranging philosophical system, including his accounts of thought and language, of freedom and action, of our relationship to the animal domain, and of human morality and the conduct of life. He also examines ways in which his philosophy has been misunderstood. The Cartesian mind-body dualism that is so often attacked is only a part of Descartes's account of what it is to be a thinking, sentient, human creature, and the way he makes the division between the mental and the physical is considerably more subtle, and philosophically more appealing, than is generally assumed. Although Descartes is often considered to be one of the heralds of our modern secular worldview, the 'new' philosophy which he launched retains many links with the ideas of his predecessors, not least in the all-pervasive role it assigns to God (something that is ignored or downplayed by many modern readers); and the character of the Cartesian outlook is multifaceted, sometimes anticipating Enlightenment ideas of human autonomy and independent scientific inquiry, but also sometimes harmonizing with more traditional notions of human nature as created to find fulfilment in harmony with its creator.

As a discipline, the philosophy of science is as old as philosophy itself. Philosophy of Science: The Key Thinkers offers a comprehensive historical overview of this fascinating field. Twelve specially commissioned essays introduce and explore the contributions of those philosophers who have shaped the subject and the central issues and arguments therein. All the great philosophers from Plato and Aristotle to the present day have been philosophers of science. However, this book concentrates on modern philosophy of science, starting in the nineteenth century and offering coverage of all the leading thinkers in the field including Whewell, Mill, Reichenbach, Carnap, Popper, Feyerabend, Putnam, van Fraassen, Bloor, Latour, Hacking, Cartwright and many more. Crucially the book demonstrates how the ideas and arguments of these key thinkers have contributed to our understanding of such central issues as experience and necessity, conventionalism, logical empiricism, induction and falsification, the sociology of science, and realism. Ideal for undergraduate students, the book lays the necessary foundations for a complete and thorough understanding of this fascinating subject.

This new edition of Thomas Kuhn's Revolution marks the 50th anniversary of the publication of Kuhn's most influential work. Drawing on the rich archival sources at MIT, and engaging fully with current scholarship, James Marcum provides the historical background to the development of The Structure of Scientific Revolutions. Exploring the shift Kuhn makes from a historical to an evolutionary philosophy of science and examining Kuhn's legacy in depth, Marcum answers key questions: What exactly was Kuhn's historiographic revolution and how did it come about? Why did it have the impact it did? What will its future impact be for both academia and society? Marcum's answers build a new portrait of Kuhn: his personality, his pedagogical style and the intellectual and social context in which he practiced his trade. Thomas Kuhn's Revolution shows how Kuhn transcends the boundaries of the philosophy of science, influencing sociologists, economists, theologians and even policy makers and politicians. This is a comprehensive historical and conceptual introduction to the man who changed our understanding of science.

In recent decades, the analysis of causal relations has become a topic of central importance in analytic philosophy. More recently, dispositional properties have also become objects of intense study. Both of these phenomena appear to be intimately related to counterfactual conditionals and other modal phenomena such as objective chance, but little work has been done to directly relate them. Dispositions and Causes contains ten essays by scholars working in both metaphysics and in philosophy of science, examining the relation between dispositional and causal concepts.
Particular issues discussed include the possibility of reducing dispositions to causes, and vice versa; the possibility of a nominalist theory of causal powers; the attempt to reduce all metaphysical necessity to dispositional properties; the relationship between dispositions, causes, and laws of nature; the role of causal capacities in explaining the success of scientific inquiry; the grounding of dispositions and causes in objective chances; and the type of causal power required for free agency.
The introductory chapter contains a detailed overview of recent work in the area, providing a helpful entry to the literature for non-specialists.

A distinguished scholar urges scientists and religious thinkers to become colleagues rather than adversaries in areas where their fields overlap Each age has its own crisis-our modern experience of science-religion conflict is not so very different from that experienced by our forebears, Keith Thomson proposes in this thoughtful book. He considers the ideas and writings of Thomas Jefferson and Charles Darwin, two men who struggled mightily to reconcile their religion and their science, then looks to more recent times when scientific challenges to religion (evolutionary theory, for example) have given rise to powerful political responses from religious believers. Today as in the eighteenth century, there are pressing reasons for members on each side of the religion-science debates to find common ground, Thomson contends. No precedent exists for shaping a response to issues like cloning or stem cell research, unheard of fifty years ago, and thus the opportunity arises for all sides to cooperate in creating a new ethics for the common good.

Gauge theories have provided our most successful representations of the fundamental forces of nature. How, though, do such representations work? Interpretations of gauge theory aim to answer this question. Through understanding how a gauge theory's representations work, we are able to say what kind of world our gauge theories reveal to us.
A gauge theory's representations are mathematical structures. These may be transformed among themselves while certain features remain the same. Do the representations related by such a gauge transformation merely offer alternative ways of representing the very same situation? If so, then gauge symmetry is a purely formal property since it reflects no corresponding symmetry in nature.
Gauging What's Real describes the representations provided by gauge theories in both classical and quantum physics. Richard Healey defends the thesis that gauge transformations are purely formal symmetries of almost all the classes of representations provided by each of our theories of fundamental forces. He argues that evidence for classical gauge theories of forces (other than gravity) gives us reason to believe that loops rather than points are the locations of fundamental properties. In addition to exploring the prospects of extending this conclusion to the quantum gauge theories of the Standard Model of elementary particle physics, Healey assesses the difficulties faced by attempts to base such ontological conclusions on the success of these theories.

It has long been thought that science is our best hope for realizing objective knowledge, but that, to deliver on this promise, it must be value free. Things are not so simple, however, as recent work in science studies makes clear. The contributors to this volume investigate where and how values are involved in science, and examine the implications of this involvement for ideals of objectivity.