Výsledky vyhledávání - "MCDERMOTT, JAMES"

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Text Conditioned Symbolic Drumbeat Generation using Latent Diffusion Models

Autor: Jajoria, Pushkar, McDermott, James

This study introduces a text-conditioned approach to generating drumbeats with Latent Diffusion Models (LDMs). It uses informative conditioning text extracted from training data filenames. By pretraining a text and drumbeat encoder through contrastiv

Externí odkaz: http://arxiv.org/abs/2408.02711

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Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition

Autor: Luo, Róisín, McDermott, James, O'Riordan, Colm

Publikováno v: Transactions on Machine Learning Research (TMLR), 2024

Perturbation robustness evaluates the vulnerabilities of models, arising from a variety of perturbations, such as data corruptions and adversarial attacks. Understanding the mechanisms of perturbation robustness is critical for global interpretabilit

Externí odkaz: http://arxiv.org/abs/2408.01139

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Reclaiming Residual Knowledge: A Novel Paradigm to Low-Bit Quantization

Autor: Luo, Róisín, Drimbarean, Alexandru, McDermott, James, O'Riordan, Colm

This paper explores a novel paradigm in low-bit (i.e. 4-bits or lower) quantization, differing from existing state-of-the-art methods, by framing optimal quantization as an architecture search problem within convolutional neural networks (ConvNets).

Externí odkaz: http://arxiv.org/abs/2408.00923

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Biosignatures from pre-oxygen photosynthesising life on TRAPPIST-1e

Autor: Eager-Nash, Jake K., Daines, Stuart J., McDermott, James W., Andrews, Peter, Grain, Lucy A., Bishop, James, Rogers, Aaron A., Smith, Jack W. G., Khalek, Chadiga, Boxer, Thomas J., Mak, Mei Ting, Ridgway, Robert J., Hebrard, Eric, Lambert, F. Hugo, Lenton, Timothy M., Mayne, Nathan J.

In order to assess observational evidence for potential atmospheric biosignatures on exoplanets, it will be essential to test whether spectral fingerprints from multiple gases can be explained by abiotic or biotic-only processes. Here, we develop and

Externí odkaz: http://arxiv.org/abs/2404.11611

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