8 found
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  1. Realism and instrumentalism in Bayesian cognitive science.Danielle Williams & Zoe Drayson - 2023 - In Tony Cheng, Ryoji Sato & Jakob Hohwy (eds.), Expected Experiences: The Predictive Mind in an Uncertain World. Routledge.
    There are two distinct approaches to Bayesian modelling in cognitive science. Black-box approaches use Bayesian theory to model the relationship between the inputs and outputs of a cognitive system without reference to the mediating causal processes; while mechanistic approaches make claims about the neural mechanisms which generate the outputs from the inputs. This paper concerns the relationship between these two approaches. We argue that the dominant trend in the philosophical literature, which characterizes the relationship between black-box and mechanistic approaches to (...)
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  2. How to be a realist about computational neuroscience.Danielle J. Williams - forthcoming - Synthese.
    Recently, a version of realism has been offered to address the simplification strategies used in computational neuroscience (Chirimuuta, 2023; 2024). According to this view, computational models provide us with knowledge about the brain, but they should not be taken literally in any sense, even rejecting the idea that the brain performs computations (computationalism). I acknowledge the need for considerations regarding simplification strategies in neuroscience and how they contribute to our interpretations of computational models; however, I argue that whether we should (...)
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  3. Implementation and Interpretation: A Unified Account of Physical Computation.Danielle J. Williams - 2023 - Dissertation, University of California, Davis
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  4.  85
    We've been here before: AI promised human-like machines – in 1958.Danielle Williams - 2024 - The Conversation.
    A roomsize computer equipped with a new type of circuitry, the Perceptron, was introduced to the world in 1958 in a brief news story buried deep in The New York Times. The story cited the U.S. Navy as saying that the Perceptron would lead to machines that “will be able to walk, talk, see, write, reproduce itself and be conscious of its existence.” More than six decades later, similar claims are being made about current artificial intelligence. So, what’s changed in (...)
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  5. Continued wilderness participation: Experience and identity as long-term relational phenomena.Jeffrey Brooks & Daniel R. Williams - 2012 - In David N. Cole (ed.), Wilderness visitor experiences: Progress in research and management; April 4-7, 2011 (pp. 21-36); Missoula, MT. Proceedings RMRS-P-66. Fort Collins, CO: U.S. Department of Agriculture, Forest Service, Rocky Mountain Research Station. pp. 21-36.
    Understanding the relationship between wilderness outings and the resulting experience has been a central theme in resource-based, outdoor recreation research for nearly 50 years. The authors provide a review and synthesis of literature that examines how people, over time, build relationships with wilderness places and express their identities as consequences of multiple, ongoing wilderness engagements (i.e., continued participation). The paper reviews studies of everyday places and those specifically protected for wilderness and backcountry qualities. Beginning with early origins and working through (...)
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  6. Markov blankets: Realism and our ontological commitments.Danielle J. Williams - 2022 - Behavioral and Brain Sciences 45:e217.
    The authors argue that their target is orthogonal to the realism and instrumentalist debate. I argue that it is born directly from it. While the distinction is helpful in illuminating how some ontological commitments demand a theory of implementation, it's less clear whether different views cleanly map onto the epistemic and metaphysical uses defined in the paper.
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  7. Stakeholder understandings of wildfire mitigation: A case of shared and contested meanings.Joseph G. Champ, Jeffrey Brooks & Daniel R. Williams - 2012 - Environmental Management 50 (4):581-597.
    This article identifies and compares meanings of wildfire risk mitigation for stakeholders in the Front Range of Colorado, USA. We examine the case of a collaborative partnership sponsored by government agencies and directed to decrease hazardous fuels in interface areas. Data were collected by way of key informant interviews and focus groups. The analysis is guided by the Circuit of Culture model in communication research. We found both shared and differing meanings between members of this partnership (the ‘‘producers’’) and other (...)
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  8. It takes two to make a view go right. [REVIEW]Danielle J. Williams - 2024 - The Brains Blog.
    The Physical Signature of Computation is the most “robust” mapping view that’s ever hit the market. It is impressive in its detail and the careful attention paid to its characterization of both the physical system and the formal computational description—a true service to the philosophical literature. The book promises a “unified account of artifact and biological computation,” but here’s where things take a turn: after handling artifacts, the Robust Mapping Account fades from view and the Mechanistic Account of Physical Computation (...)
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