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Davis Brown
Davis Brown
Verified email at seas.upenn.edu - Homepage
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Year
Field-scale crop yield prediction using multi-temporal WorldView-3 and PlanetScope satellite data and deep learning
V Sagan, M Maimaitijiang, S Bhadra, M Maimaitiyiming, DR Brown, ...
ISPRS journal of photogrammetry and remote sensing 174, 265-281, 2021
1712021
On the symmetries of deep learning models and their internal representations
C Godfrey*, D Brown*, T Emerson, H Kvinge
Advances in Neural Information Processing Systems 35, 11893-11905, 2022
542022
Experimental observations of the topology of convolutional neural network activations
E Purvine, D Brown, B Jefferson, C Joslyn, B Praggastis, A Rathore, ...
AAAI Conference on Artificial Intelligence 37 (8), 9470-9479, 2023
242023
Making corgis important for honeycomb classification: Adversarial attacks on concept-based explainability tools
D Brown, H Kvinge
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
22*2023
Edit at your own risk: evaluating the robustness of edited models to distribution shifts
D Brown*, C Godfrey*, C Nizinski, J Tu, H Kvinge
arXiv preprint arXiv:2303.00046, 2023
18*2023
The SVD of convolutional weights: A CNN interpretability framework
B Praggastis, D Brown, CO Marrero, E Purvine, M Shapiro, B Wang
arXiv preprint arXiv:2208.06894, 2022
172022
Understanding the inner workings of language models through representation dissimilarity
D Brown, C Godfrey, N Konz, J Tu, H Kvinge
EMNLP 2023, 2023
142023
How many dimensions are required to find an adversarial example?
C Godfrey, H Kvinge, E Bishoff, M Mckay, D Brown, T Doster, E Byler
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
102023
Fast computation of permutation equivariant layers with the partition algebra
C Godfrey, MG Rawson, D Brown, H Kvinge
arXiv preprint arXiv:2303.06208, 2023
82023
Exploring the representation manifolds of stable diffusion through the lens of intrinsic dimension
H Kvinge, D Brown, C Godfrey
arXiv preprint arXiv:2302.09301, 2023
72023
Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics
H Chau*, H Jenne*, D Brown*, J He, M Raugas, SC Billey, H Kvinge
ICML 2025 (oral), 2025
62025
On privileged and convergent bases in neural network representations
D Brown, N Vyas, Y Bansal
arXiv preprint arXiv:2307.12941, 2023
62023
Machines and Mathematical Mutations: Using GNNs to Characterize Quiver Mutation Classes
J He, H Jenne, H Chau, D Brown, M Raugas, S Billey, H Kvinge
ICML 2025, 2024
52024
Internal representations of vision models through the lens of frames on data manifolds
H Kvinge, G Jorgenson, D Brown, C Godfrey, T Emerson
arXiv preprint arXiv:2211.10558, 2022
5*2022
Wild comparisons: A study of how representation similarity changes when input data is drawn from a shifted distribution
D Brown, MR Shapiro, A Bittner, J Warley, H Kvinge
ICLR 2024 Workshop on Representational Alignment, 2024
42024
Comparing Mapper graphs of artificial neuron activations
Y Zhou, H Jenne, D Brown, M Shapiro, B Jefferson, C Joslyn, ...
2023 Topological Data Analysis and Visualization (TopoInVis), 41-50, 2023
42023
Probing the limits of mathematical world models in LLMs
H Kvinge, E Coda, E Yeats, D Brown, J Buckheit, SMG Scullen, ...
ICML 2025 Workshop on Assessing World Models, 2025
32025
Attributing Learned Concepts in Neural Networks to Training Data
N Konz, C Godfrey, M Shapiro, J Tu, H Kvinge, D Brown
ATTRIB @ NeurIPS (Oral), 2023
32023
Adaptively profiling models with task elicitation
D Brown, P Balehannina, H Jin, S Havaldar, H Hassani, E Wong
EMNLP 2025, 2025
2*2025
What do Geometric Hallucination Detection Metrics Actually Measure?
E Yeats, J Buckheit, SMG Scullen, B Kennedy, L Truong, D Brown, B Kay, ...
ICML 2025 Workshop on Reliable and Responsible Foundation Models, 2025
22025
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Articles 1–20