Publication
How Important Is Weight Symmetry in Backpropagation?. Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16) (2016). at <https://cbmm.mit.edu/sites/default/files/publications/liao-leibo-poggio.pdf>
Object-Oriented Deep Learning. (2017).
CBMM-Memo-070.pdf (963.54 KB)
Streaming Normalization: Towards Simpler and More Biologically-plausible Normalizations for Online and Recurrent Learning. (2016).
CBMM-Memo-057.pdf (1.27 MB)
Classical generalization bounds are surprisingly tight for Deep Networks. (2018).
CBMM-Memo-091.pdf (1.43 MB)
CBMM-Memo-091-v2.pdf (1.88 MB)
Critical Behavior from Deep Dynamics: A Hidden Dimension in Natural Language. arXiv.org (2016).
Critical Behavior from Deep Dynamics: A Hidden Dimension in Natural Language (1.64 MB)
Why does deep and cheap learning work so well?. Journal of Statistical Physics 168, 1223–1247 (2017).
1608.08225.pdf (2.14 MB)
A Bayesian nonparametric approach for uncovering rat hippocampal population codes during spatial navigation. Journal of Neuroscience Methods 263, (2016).
Journal of Neuroscience Methods (2.27 MB)
A framework for studying synaptic plasticity with neural spike train data. Neural Information Processing Systems (2014).
5274-a-framework-for-studying-synaptic-plasticity-with-neural-spike-train-data.pdf (4.6 MB)
A Nonparametric Bayesian Approach to Uncovering Rat Hippocampal Population Codes During Spatial Navigation. (2014).
CBMM-Memo-027.pdf (9.44 MB)
Inferring structured connectivity from spike trains under negative-binomial generalized linear models. (2015).
cosyne2015a.pdf (384.83 KB)
Recurrent Multimodal Interaction for Referring Image Segmentation. (2018).
CBMM-Memo-079.pdf (10.16 MB)
Pre-reaching infants expect causal agents to act efficiently without motor training. 20th Biennial International Conference on Infant Studies (ICIS) (2016).
Ten-month-old infants infer value from effort. SRCD (2017).
Origins of the concepts cause, cost, and goal in prereaching infants. Cognitive Development Society (2019).
liu_etal_lumi_cds2019_final.pdf (22.95 MB)
Timing, timing, timing: Fast decoding of object inforrmation from intracranial field potentials in human visual cortex. (2009). at <http://klab.tch.harvard.edu/resources/liuetal_timing3.html>
Six-month-old infants represent action efficiency on a continuous scale. 9th Biennial Meeting of the Cognitive Development Society (CDS) (2015).
Origins of the concepts cause, cost, and goal in prereaching infants. PNAS (2019). doi:https://doi.org/10.1073/pnas.1904410116
Author's last draft (2.58 MB)
Ten-month-old infants infer value from effort. Society for Research in Child Development (2017).
Continuous representations of action efficiency in infancy. CEU Conference on Cognitive Development (BCCCD16) (2016).
People's perceptions of others’ risk preferences. Cognitive Science Society (2019).
risk_cogsci_2019_final.pdf (899.8 KB)
Dangerous Ground: One-Year-Old Infants are Sensitive to Peril in Other Agents’ Action PlansAbstract. Open Mind 6, 211 - 231 (2022).
Hard choices: Children’s understanding of the cost of action selection. . Cognitive Science Society (2019).
phk_cogsci_2019_final.pdf (276.14 KB)
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