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  2. Stochastic Memory for Sequence Models Making Good Compressors Use ...

    https://www.mlmi.eng.cam.ac.uk/files/2021-2022_dissertations/stochastic_memory_for_sequence_models.pdf
    2 Mar 2023: E. [b. B. ]=. 1. 8xAs. NumOfTargetBits (x) freq (x). =1. ... 8. CHAPTER 1. INTRODUCTION. an expected bB. of. E. [b. B. ]=.

  3. Sim2Real With Neural Processes Jonas Scholz Department of Engineering …

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/sim2real_with_neural_processes.pdf
    24 Nov 2023: Note that h(i) is a (badx)-dimensionalobject when ρθ is a Convolutional Neural Network (CNN), where a,b N are specifiedby the model architecture. ... 1. 2. y. ContextTarget. Pred Pred. 95%. True True 95%. (b) = 0.1.

  4. Optimal PAC-Bayes Bounds and their Variational Approximations

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/optimal_pac-bayes_bounds.pdf
    24 Nov 2023: To invert the Bernoulli KL, we define. kl1(x,b) := sup{y [x,1] : kl(x||y) b}. ... The PAC-Bayes λ bound is a special case with a = 1/(1 λ2 ),b = 1/(nλ (1 λ2 )) and c = log(2.

  5. Incorporating Vision Encoders into Retrieval Augmented Visual…

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/visual_question_answering_nikolic.pdf
    24 Nov 2023: 1.1 The example of (a) VQA and (b) KB-VQA image-question pair. ... Answer: 1839. b) KB-VQA example. Question: What kind of bird is pictured here?

  6. Evaluating the Capabilities of Large Language Models for Spatial and…

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/evaluating_the_capabilities_of_large_language_models.pdf
    17 Nov 2023: 7. 4.1 A quantitative evaluation of GPT-4’s understanding of country-level humanpopulations and their impact on the environment, including (a) countrypopulations, (b) life expectancies, and (c) CO2 emissions ... The redcircles denote outliers. 20. 4.2

  7. Improving Uncertainty Quantification in Regression Problems through…

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/improving_uncertainty_quantification_in_regression_problems.pdf
    23 Nov 2023: 41. B.1 Various metrics measuring conditional coverage and predictive intervalwidth for concrete, community, and star over 30 seeded runs withmeans and half standard deviations reported. ... More specifically, for a given ordered grid B (bi)i{0,.,N } YN 1

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