Publication
A neural network trained for prediction mimics diverse features of biological neurons and perception. Nature Machine Intelligence 2, 210 - 219 (2020).
PredNet - "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning" [code]. (2016).
Unsupervised Learning of Visual Structure using Predictive Generative Networks. International Conference on Learning Representations (ICLR) (2016). at <http://arxiv.org/pdf/1511.06380v2.pdf>
UNSUPERVISED LEARNING OF VISUAL STRUCTURE USING PREDICTIVE GENERATIVE NETWORKS. (2015).
CBMM Memo 040_rev1.pdf (1.92 MB)
Cortex Is Cortex: Ubiquitous Principles Drive Face-Domain Development. Trends in Cognitive Sciences (2018). doi:10.1016/j.tics.2018.10.009
1-s2.0-S1364661318302572-main.pdf (260.4 KB)
Recurrent Multimodal Interaction for Referring Image Segmentation. (2018).
CBMM-Memo-079.pdf (10.16 MB)
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)
People's perceptions of others’ risk preferences. Cognitive Science Society (2019).
risk_cogsci_2019_final.pdf (899.8 KB)
Continuous representations of action efficiency in infancy. CEU Conference on Cognitive Development (BCCCD16) (2016).
Ten-month-old infants infer value from effort. Society for Research in Child Development (2017).
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)
Six-month-old infants expect agents to minimize the cost of their actions. Cognition 160, 35-42 (2017).
Temporally delayed linear modelling (TDLM) measures replay in both animals and humans. eLife 10, (2021).
Origins of the concepts cause, cost, and goal in prereaching infants. Cognitive Development Society (2019).
liu_etal_lumi_cds2019_final.pdf (22.95 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).
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).
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)
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)
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)
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