All Publications
2023
“Dynamics in Deep Classifiers trained with the Square Loss: normalization, low rank, neural collapse and generalization bounds”, Research, 2023.
research.0024.pdf (4.05 MB) ,

CBMM Funded
“Decoding of human identity by computer vision and neuronal vision”, Scientific Reports, vol. 13, no. 1, 2023.
s41598-022-26946-w.pdf (1.88 MB) ,

CBMM Funded
2022
CBMM Memo No.
138
“Foundations of Deep Learning: Compositional Sparsity of Computable Functions”. 2022.
v1.0 (984.15 KB)
v3.7 References added; also CoSp collaboration (18.81 MB) ,


CBMM Funded
“Representation Learning in Sensory Cortex: a theory”, IEEE Access, pp. 1 - 1, 2022.
Representation_Learning_in_Sensory_Cortex_a_theory.pdf (1.17 MB) ,

CBMM Funded
CBMM Memo No.
137
“Understanding the Role of Recurrent Connections in Assembly Calculus”. 2022.
CBMM-Memo-137.pdf (1.49 MB) ,

CBMM Funded
CBMM Memo No.
136
“System identification of neural systems: If we got it right, would we know?”. 2022.
CBMM-Memo-136.pdf (1.75 MB) ,

CBMM Funded
“Error-driven Input Modulation: Solving the Credit Assignment Problem without a Backward Pass”, Proceedings of the 39th International Conference on Machine Learning, PMLR, vol. 162. pp. 4937-4955, 2022.
dellaferrera22a.pdf (909.91 KB) ,

CBMM Funded
“Reasoning about the antecedents of emotions: Bayesian causal inference over an intuitive theory of mind”, Proceedings of the 44th Annual Conference of the Cognitive Science Society, vol. 44. Toronto, CA, pp. 854-861, 2022.
Houlihan 2022 Proceedings of the 44th Annual Conference of the Cognitive Science Society.pdf (687.98 KB) ,

CBMM Funded
“Stochastic consolidation of lifelong memoryAbstract”, Scientific Reports, vol. 12, no. 1, 2022.
s41598-022-16407-9.pdf (2.54 MB) ,

CBMM Funded
“A computational probe into the behavioral and neural markers of atypical facial emotion processing in autism”, The Journal of Neuroscience, pp. JN-RM-2229-21, 2022. ,
CBMM Related
“Animal-to-Animal Variability in Partial Hippocampal Remapping in Repeated Environments”, The Journal of Neuroscience, vol. 42, no. 26, pp. 5268 - 5280, 2022.
5268.full_.pdf (2.97 MB) ,

CBMM Funded
“Neural Collapse in Deep Homogeneous Classifiers and the role of Weight Decay”, in IEEE International Conference on Acoustics, Speech and Signal Processing, Singapore, 2022. ,
CBMM Funded
“Brain-like functional specialization emerges spontaneously in deep neural networks”, Science Advances, vol. 8, no. 11, 2022. ,
CBMM Funded
CBMM Memo No.
134
“SGD Noise and Implicit Low-Rank Bias in Deep Neural Networks”. 2022.
Implicit Rank Regularization.pdf (1.42 MB) ,

CBMM Funded
“On the Implicit Bias Towards Minimal Depth of Deep Neural Networks”, arXiv, 2022.
2202.09028.pdf (2 MB) ,

CBMM Funded
“Using child‐friendly movie stimuli to study the development of face, place, and object regions from age 3 to 12 years”, Human Brain Mapping, 2022. ,
CBMM Related
“An approximate representation of objects underlies physical reasoning”, psyArXiv, 2022. ,
CBMM Related
“Neurons detect cognitive boundaries to structure episodic memories in humans”, Nature Neuroscience, vol. 25, no. 3, pp. 358 - 368, 2022. ,
CBMM Funded
CBMM Memo No.
121
“Transformer Module Networks for Systematic Generalization in Visual Question Answering”. 2022.
CBMM-Memo-121.pdf (1.06 MB) ,

CBMM Funded
“Do computational models of vision need shape-based representations? Evidence from an individual with intriguing visual perceptions”, Cognitive Neuropsychology, pp. 1 - 3, 2022. ,
CBMM Funded
“Face neurons encode nonsemantic features”, Proceedings of the National Academy of Sciences, vol. 119, no. 16, 2022. ,
CBMM Funded
“When and how convolutional neural networks generalize to out-of-distribution category–viewpoint combinations”, Nature Machine Intelligence, vol. 4, no. 2, pp. 146 - 153, 2022. ,
CBMM Funded
“A neural population selective for song in human auditory cortex”, Current Biology, 2022.
mmc2.pdf (9.52 MB) ,

CBMM Funded
CBMM Memo No.
119
“Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations”. 2022.
CBMM-Memo-119.pdf (31.08 MB) ,

CBMM Funded
“Eszopiclone and Zolpidem Produce Opposite Effects on Hippocampal Ripple DensityDataSheet1.docx”, Frontiers in Pharmacology, vol. 12, 2022. ,
CBMM Funded