Publication
Single Neuron Studies of the Human Brain. Probing Cognition. Probing cognition (MIT Press, 2014).
Learning with a Wasserstein Loss. Advances in Neural Information Processing Systems (NIPS 2015) 28 (2015). at <http://arxiv.org/abs/1506.05439>
Learning with a Wasserstein Loss_1506.05439v2.pdf (2.57 MB)
SGD Noise and Implicit Low-Rank Bias in Deep Neural Networks. (2022).
Implicit Rank Minimization.pdf (1.76 MB)
SGD and Weight Decay Provably Induce a Low-Rank Bias in Deep Neural Networks. (2023).
Low-rank bias.pdf (2.38 MB)
On the Implicit Bias Towards Minimal Depth of Deep Neural Networks. arXiv (2022). at <https://arxiv.org/abs/2202.09028>
2202.09028.pdf (2 MB)
Norm-based Generalization Bounds for Sparse Neural Networks. NeurIPS 2023 (2023). at <https://proceedings.neurips.cc/paper_files/paper/2023/file/8493e190ff1bbe3837eca821190b61ff-Paper-Conference.pdf>
NeurIPS-2023-norm-based-generalization-bounds-for-sparse-neural-networks-Paper-Conference.pdf (577.69 KB)
Norm-Based Generalization Bounds for Compositionally Sparse Neural Networks. (2023).
Norm-based bounds for convnets.pdf (1.2 MB)
On the Power of Decision Trees in Auto-Regressive Language Modeling. (2024).
CBMM-Memo-149.pdf (2.11 MB)
For HyperBFs AGOP is a greedy approximation to gradient descent. (2024).
CBMM-Memo-148.pdf (1.06 MB)
A Homogeneous Transformer Architecture. (2023).
CBMM Memo 143 v2 (1.1 MB)
Evaluating the Adversarial Robustness of a Foveated Texture Transform Module in a CNN. NeurIPS 2021 (2021). at <https://nips.cc/Conferences/2021/Schedule?showEvent=21868>
When Computer Vision Gazes at Cognition. (2014).
CBMM-Memo-025.pdf (3.78 MB)
A Large Video Database for Human Motion Recognition. (2011).
Kuehne_etal_ICCV2011.pdf (433.27 KB)
Using machine learning to understand age and gender classification based on infant temperament. PLOS ONE 17, e0266026 (2022).
Strong and Precise Modulation of Human Percepts via Robustified ANNs. NeurIPS 2023 (2023). at <https://proceedings.neurips.cc/paper_files/paper/2023/hash/d00904cebc0d5b69fada8ad33d0f1422-Abstract-Conference.html>
Robustified ANNs Reveal Wormholes Between Human Category Percepts. arXiv (2023). at <https://arxiv.org/abs/2308.06887>
ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation. arXiv (2020). at <https://arxiv.org/abs/2007.04954>
2007.04954.pdf (7.06 MB)
Computational rationality: A converging paradigm for intelligence in brains, minds, and machines. Science 349, 273-278 (2015).
Mental control of uncertainty. Cognitive, Affective, & Behavioral Neuroscience 23, 465 - 475 (2022).
Discovering hierarchical motion structure. Vision Research Available online 26 March 2015, (2015).
hierarchical_motion.pdf (582.01 KB)
Origin of perseveration in the trade-off between reward and complexity. Cognition 204, 104394 (2020).
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