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  2. Auto-Encoding Variational Bayes

    https://www.mlmi.eng.cam.ac.uk/files/auto_encoding_var_bayes_d423c.pdf
    6 Nov 2019: Reconstruction of Images. Reconstruction of MNIST with 2 and 20 dimensional latent space. ... Data MNIST, Nz = 2 MNIST, Nz = 20 Data MNIST, Nz = 2 MNIST, Nz = 20.
  3. Knowledge Distillation for End-to-End Automatic Speech Recognition

    https://www.mlmi.eng.cam.ac.uk/files/2020-2021_dissertations/knowledge_distillation_for_end-to-end_asr.pdf
    9 Dec 2021: 162.8 Architecture of a W2v2 model. 20. 4.1 W2v2 subsampling module. ... β (t,u) = β (t 1,u)Pr(|t,u) β (t,u 1)Pr(yu1|t,u) (2.20). for all 1 t T and 0 u U and an
  4. Constrained Bayesian Optimization for Automatic Chemical Design

    https://www.mlmi.eng.cam.ac.uk/files/griffiths_dissertation.pdf
    30 Oct 2019: 20 iterations of. Bayesian optimization with batches of 50 data points collected at each iteration(1000 latent points decoded in total). ... and is written as. 20 Background. f (x) GP(m(x),k(x,x′). ). (2.5).
  5. Towards a Neural Statistician

    https://www.mlmi.eng.cam.ac.uk/files/poster_final.pdf
    14 Nov 2019: 5 5 98.4 99.5 98.2OMNIGLOT 1 20 88.1 93.2 85.4OMNIGLOT 5 20 97.0 98.1 94.0Table: Classification accuracy of various few-shot learning ... Training is done with 20 inputs from each class. Extension: Unsupervised SentenceEmbeddings.
  6. A Policy Agnostic Framework for Post Hoc Analysis of Organ Allocation …

    https://www.mlmi.eng.cam.ac.uk/files/2020-2021_dissertations/framework_for_analysis_of_organ_allocation_policies.pdf
    15 Nov 2021: 20 Organ Queue. More specifically, we assume K organ types from which are formed K priority queues.Each priority queue is an ordered lists, we denote Qk = [Xi X j
  7. Better Encoders for Neural Process Family Models

    https://www.mlmi.eng.cam.ac.uk/files/2021-2022_dissertations/better_encoders_for_neural_process_family_models.pdf
    6 Dec 2022: producing a regression curve and uncertainty from context points. When. the domain is shifted right 20 points in the top row, we would want the.
  8. Tradeoffs in Neural Variational Inference

    https://www.mlmi.eng.cam.ac.uk/files/cruz_dissertation.pdf
    30 Oct 2019: 20. 4.2 MNIST data: Samples from the training dataset. Images contain 28x28,grayscale pixels. ... 43. 5.20 MNIST data: average ELBO over the test set (10,000 samples).
  9. LLM self-critique for task-oriented text generation

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/llm_self-critique_for_task-oriented_text_generation.pdf
    24 Nov 2023: 19. 3.3 Criteria for a good plea in mitigation. 20. Table of contents vi. ... 3.3 Criteria for a good plea in mitigation 20. providing the correct answer for whether a principle is broken or not: since the statementis always revised.
  10. Tudor Paraschivescu Multi-output Gaussian Process Regression at Scale …

    https://www.mlmi.eng.cam.ac.uk/files/2019-2020_dissertations/multi-output_gaussian_process_regression_at_scale.pdf
    11 Feb 2021: 17. 2.1.3 Covariance functions. 18. 2.2 Gaussian Process Autoregressive Regression. 20. ... 2.2.1 The GPAR model. 20. 2.2.2 Example. 21. 2.2.3 Limitations. 22.
  11. Data Compression with Variational Implicit Neural Representations

    https://www.mlmi.eng.cam.ac.uk/files/2022_-_2023_dissertations/data_compression.pdf
    14 Nov 2023: sin(ω0(WWW [l]xxx[l] bbb[l] βββ [l])) (2.20). at each layer l. To further enhance compression, instead of directly learning {βββ [l]}Ll=1,COIN++ learns a ... We set φ() = softplus()/6 = log(exp() 1)/6 in practice. 20 COMBINER: Compression with

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