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)
Why does deep and cheap learning work so well?. Journal of Statistical Physics 168, 1223–1247 (2017).
1608.08225.pdf (2.14 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)
Inferring structured connectivity from spike trains under negative-binomial generalized linear models. (2015).
cosyne2015a.pdf (384.83 KB)
A Nonparametric Bayesian Approach to Uncovering Rat Hippocampal Population Codes During Spatial Navigation. (2014).
CBMM-Memo-027.pdf (9.44 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)
Continuous representations of action efficiency in infancy. CEU Conference on Cognitive Development (BCCCD16) (2016).
Origins of the concepts cause, cost, and goal in prereaching infants. Cognitive Development Society (2019).
liu_etal_lumi_cds2019_final.pdf (22.95 MB)
Six-month-old infants expect agents to minimize the cost of their actions. Cognition 160, 35-42 (2017).
Ten-month-old infants infer value from effort. SRCD (2017).
Pre-reaching infants expect causal agents to act efficiently without motor training. 20th Biennial International Conference on Infant Studies (ICIS) (2016).
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)
Dangerous Ground: One-Year-Old Infants are Sensitive to Peril in Other Agents’ Action PlansAbstract. Open Mind 6, 211 - 231 (2022).
People's perceptions of others’ risk preferences. Cognitive Science Society (2019).
risk_cogsci_2019_final.pdf (899.8 KB)
Ten-month-old infants infer value from effort. Society for Research in Child Development (2017).
Ten-month-old infants infer the value of goals from the costs of actions. Science 358, 1038-1041 (2017).
ivc_full_preprint_withsm.pdf (1.6 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).
Recurrent Multimodal Interaction for Referring Image Segmentation. (2018).
CBMM-Memo-079.pdf (10.16 MB)
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