Select publications

Models of neural circuits for artificial vision

  • Linsley D*, Malik G*, Junkyung K, Govindarajan L, Mingolla E, & Serre T. 2021. Tracking without re-recognition in humans and machines (NeurIPS), 2021. [pdf, website]
  • Linsley D*, Ashok A*, Govindarajan L*, Liu R, & Serre T. 2020. Stable and expressive recurrent vision models. Advances in Neural Information Processing Systems (NeurIPS Spotlight), 2020. [pdf, website]
  • Linsley D*, Kim J*, Ashok A, & Serre T. 2020. Recurrent neural circuits for contour detection. International Conference on Learning Representations (ICLR), 2020. [pdf, code, data]
  • Linsley D, Scheibler D, Eberhardt S, & Serre T. 2018. Learning what and where to attend. International Conference on Learning Representations (ICLR), 2019. [pdf, code, data]
  • Linsley D, Kim J, Veerabadran V, & Serre T. 2018. Learning long-range spatial dependencies with horizontal gated-recurrent units. Advances in Neural Information Processing Systems (NIPS), 2018. [pdf, tensorflow code| pytorch code, data]
  • Linsley D, Eberhardt S, Sharma T, Gupta P, Ricci M, & Serre T. 2017. What are the visual features underlying human versus machine vision? IEEE International Conference for Computer Vision Workshop on the Mutual Benefit of Cognitive and Computer Vision. [pdf]

Neural circuit discovery and analysis

  • Linsley J*, Linsley D*, Lamstein J, Ryan G, Shah K, Castello N, Oza V, Kalra J, Wang S, Tokuno Z, Javaherian A, Serre T, & Finkbeiner S. 2021. Superhuman cell death detection with biomarker-optimized neural networks. Science Advances. [pdf, code]
  • Kim J*, Linsley D*, & Serre T. 2020. Disentangling neural mechanisms for perceptual grouping. International Conference on Learning Representations (ICLR Spotlight). [pdf, code, data]
  • Fang M, Markmiller S, Vu A, Javaherian A, Dowdle W, Jolivet P, Bushway P, Castello N, Baral A, Chan M, Linsley J, Linsley D, Mercola M, Finkbeiner S, Lecuyer E, Lewcock J & Yeo G. 2019. Small molecule modulation of TDP-43 recruitment to stress granules prevents persistent TDP-43 accumulation in ALS/FTD. Neuron, in press. [pdf]
  • Linsley D*, Kim J* & Serre T. 2018. Robust neural circuit reconstruction from serial electron microscopy with convolutional recurrent networks. [pdf, code]
  • Mély D, Linsley D, & Serre T. 2018. Opponent surrounds explain diversity of contextual phenomena across visual modalities. Psychological Review, doi: 10.1037/rev0000109. [pdf, code]
  • Linsley D, Eberhardt S, Sharma T, Gupta P, Ricci M, & Serre T. 2018. Learning to predict action potentials end-to-end from calcium imaging data. IEEE Conference on Information Sciences and Systems. [pdf]
  • Linsley D & MacEvoy SP. 2014. Encoding-stage crosstalk between object- and spatial property-based scene processing pathways. Cerebral Cortex, doi: 10.1093/cercor/bhu034. [pdf]