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  2. ILQR-VAE : CONTROL-BASED LEARNING OF INPUT-DRIVEN DYNAMICS WITH…

    https://cbl.eng.cam.ac.uk/publications/schimel-iclr-2022.pdf
    25 Jun 2024: In Figure 2B we showthat, conditioned on an initial bout of test data, the model perfectly predicts the rest of the trajec-tory. ... C) Example spikeraster (top) and hand kinematics (bottom) for a 4 second-long chunk of test data in the continuousmonkey
  3. Exact natural gradient in deep linear networks andapplication to ...

    https://cbl.eng.cam.ac.uk/publications/bernacchia-nips-2018.pdf
    25 Jun 2024: D) Test error for MNIST autoencoding in a deepnonlinear network (see main text for details); colors are the same as in (A–C). ... and used it as the referencemapping to be learned. We generated a training set of 104 examples, and a test set of 103
  4. Non-reversible Gaussian processes for identifyinglatent dynamical…

    https://cbl.eng.cam.ac.uk/publications/rutten-neurips-2020.pdf
    25 Jun 2024: testLL(non-rev). predictions. testLL(non-rev). test LL (rev). predictions. time [a.u.]. true x1true x2. ... B) Marginallikelihood for 10 individual test trajectories, for the planar reversible SE kernel (x-axis, α pinned tozero) and its non-reversible
  5. Neuron Article Optimal Control of Transient Dynamicsin Balanced…

    https://cbl.eng.cam.ac.uk/publications/hennequin-neuron-2014.pdf
    25 Jun 2024: SOCs Exhibit Complex Transient AmplificationTo test whether SOCs can produce the type of complex transient. ... following each command onto the correct trajectory (compare. the five test trials in Figure 5A).
  6. Manifold GPLVMs for discovering non-Euclideanlatent structure in…

    https://cbl.eng.cam.ac.uk/publications/jensen-neurips-2020.pdf
    25 Jun 2024: e) Magnitude of the rotations represented by {gj} and {gµj }. (f) Same as (c), nowcomparing SO(3) to R3. (g) Test log likelihood ratio for 10 synthetic datasets on T2, ... Eachdatapoint corresponds to a differ-ent partition of the timepoints intoa
  7. The stabilized supralinear network accounts for the contrast…

    https://cbl.eng.cam.ac.uk/publications/holt-biorxiv-2023.pdf
    25 Jun 2024: 2. as the grating increasingly covers regions surroundingthe RF. Here we test whether a model of V1, featuring bi-ologically plausible horizontal connections, can captureboth surround suppression and the local contrast

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