├── LICENSE ├── README.md ├── _config.yml ├── arms ├── arm_example.ipynb ├── molecules │ ├── alphabet.npy │ ├── alphabet_dict.npy │ ├── alphabet_dict_reverse.npy │ └── tox21_smiles_tokenized.npy └── transformer_example.ipynb ├── ddgms └── ddgm_example.ipynb ├── ebms └── ebm_example.ipynb ├── figures └── 1726858979519.jpeg ├── flows ├── idf_example.ipynb └── realnvp_example.ipynb ├── gans └── gans_example.ipynb ├── hybrid_modeling └── hybrid_example.ipynb ├── llms └── teenygpt_example.ipynb ├── mog └── mog_example.ipynb ├── neural_compression └── neural_compression_example.ipynb ├── sbgms ├── fm_example.ipynb ├── sbgm_example.ipynb └── sm_example.ipynb ├── teaching ├── assignments_examples │ ├── assignment_1 │ │ ├── .ipynb_checkpoints │ │ │ └── assignment_1-checkpoint.ipynb │ │ ├── assignment_1.ipynb │ │ └── report_1 │ │ │ ├── literature.bib │ │ │ ├── macros.tex │ │ │ └── main.tex │ ├── assignment_2 │ │ ├── .ipynb_checkpoints │ │ │ └── assignment_2-checkpoint.ipynb │ │ ├── assignment_2.ipynb │ │ └── report_2 │ │ │ ├── literature.bib │ │ │ ├── macros.tex │ │ │ └── main.tex │ └── assignment_3 │ │ └── report_3 │ │ ├── literature.bib │ │ ├── macros.tex │ │ └── main.tex └── figures │ ├── arms │ ├── arm_generated_images.pdf │ ├── arm_nll_val_curve.pdf │ ├── arm_real_images.pdf │ ├── convolutions_vs_attention.pdf │ ├── pixelcnn_masking.pdf │ ├── pixelcnn_masking_numeric.pdf │ ├── sequential_CNN.pdf │ ├── sequential_MLP.pdf │ ├── sequential_RNN.pdf │ ├── transformer_gen_nll_val_curve.pdf │ ├── transformer_gen_rec_val_curve.pdf │ └── transformer_generated_molecules.pdf │ ├── cat_noise.pdf │ ├── diagram_dgm.pdf │ ├── ebms │ ├── Fig-7_2.zip │ ├── ebm.pdf │ ├── ebm_1.0_0.01_20_ca_val_curve.pdf │ ├── ebm_1.0_0.01_20_gen_val_curve.pdf │ ├── ebm_1.0_0.01_20_generated_images.pdf │ ├── ebm_1.0_0.01_20_nll_val_curve.png │ └── ebm_1.0_0.01_20_real_images.pdf │ ├── flows │ ├── Fig-4_6.zip │ ├── bijection.pdf │ ├── coupling_permutation.pdf │ ├── flow.png │ ├── jacobian_det.pdf │ ├── realnvp_generated_images.pdf │ ├── realnvp_nll_val_curve.pdf │ ├── realnvp_real_images.pdf │ └── uniform_dequantization_2d.pdf │ ├── fm │ ├── Fig-9_10.zip │ ├── fm.pdf │ ├── generation_step_0.pdf │ ├── generation_step_1.pdf │ ├── generation_step_2.pdf │ ├── generation_step_3.pdf │ ├── generation_step_4.pdf │ ├── generation_step_5.pdf │ ├── generation_step_6.pdf │ ├── generation_step_7.pdf │ ├── generation_step_8.pdf │ ├── generation_step_9.pdf │ ├── icfm.pdf │ ├── icfm_100_generated_imagesFINAL.pdf │ ├── icfm_100_nll_val_curve.pdf │ ├── icfm_100_real_images.pdf │ ├── v_g_step_0.pdf │ ├── v_g_step_1.pdf │ ├── v_g_step_2.pdf │ ├── v_g_step_3.pdf │ ├── v_g_step_4.pdf │ ├── v_g_step_5.pdf │ ├── v_g_step_6.pdf │ ├── v_g_step_7.pdf │ ├── v_g_step_8.pdf │ ├── v_g_step_9.pdf │ ├── vector_field_0.pdf │ ├── vector_field_1.pdf │ ├── vector_field_2.pdf │ ├── vector_field_3.pdf │ ├── vector_field_4.pdf │ ├── vector_field_5.pdf │ ├── vector_field_6.pdf │ ├── vector_field_7.pdf │ ├── vector_field_8.pdf │ └── vector_field_9.pdf │ ├── gans │ ├── Fig-8_3.zip │ ├── Fig-8_4.zip │ ├── density_net.pdf │ ├── gan_16_dis_nll_val_curve.pdf │ ├── gan_16_gen_nll_val_curve.pdf │ ├── gan_16_generated_imagesFINAL.pdf │ ├── gan_16_generated_images_epoch_10.pdf │ ├── gan_16_generated_images_epoch_50.pdf │ ├── gan_16_real_images.pdf │ └── gans.pdf │ ├── genaisys │ ├── genai_system.pdf │ ├── genai_system_complex.pdf │ ├── genai_system_complex_RAG.pdf │ ├── genai_system_complex_imagen.pdf │ ├── genai_system_complex_stable_diffusion.pdf │ └── genai_system_complex_whisper.pdf │ ├── hybrid │ ├── Fig-6_4.zip │ ├── hybrid_approach_1.pdf │ ├── hybrid_approach_2.pdf │ ├── hybrid_idf.pdf │ ├── hybrid_idf_ca_val_curve.pdf │ ├── hybrid_idf_gen_val_curve.pdf │ ├── hybrid_idf_generated_images.pdf │ ├── hybrid_idf_nll_val_curve.pdf │ └── hybrid_idf_real_images.pdf │ ├── idf │ ├── discretized_logistic.pdf │ ├── flow_continuous_circle_square_line.pdf │ ├── flow_continuous_rings.pdf │ ├── flow_discrete_extended.pdf │ ├── flow_discrete_finite.pdf │ ├── flows_dequantization_issue.pdf │ ├── idf4_generated_images.pdf │ ├── idf4_nll_val_curve.pdf │ ├── idf_generated_images.pdf │ ├── invertible_continuous.pdf │ └── real_images.pdf │ ├── intro_example.pdf │ ├── llms │ ├── .DS_Store │ ├── conditional_llm.pdf │ ├── llm.pdf │ ├── nlp.pdf │ ├── nlp.png │ ├── teenyGPT_nll_val_curve.pdf │ └── teenyGPT_rec_val_curve.pdf │ ├── lvm │ ├── 2level_vae_gen.pdf │ ├── 2level_vae_top_down.pdf │ ├── 2level_vae_var.pdf │ ├── Fig-5_21.zip │ ├── Fig-5_24.zip │ ├── Fig-5_4.zip │ ├── aggregated_posterior.pdf │ ├── cat_ddgm.pdf │ ├── ddmg_generated_diffusionDIFFUSION.pdf │ ├── ddmg_generated_imagesFINAL.pdf │ ├── ddmg_nll_val_curve.pdf │ ├── ddmg_real_images.pdf │ ├── elbo.pdf │ ├── householder_flows.pdf │ ├── iaf.pdf │ ├── latent_variable_likelihood_all.pdf │ ├── latent_variable_likelihood_constrained.pdf │ ├── latent_variable_likelihood_flexible.pdf │ ├── learnable_prior.pdf │ ├── lvm_diagram.pdf │ ├── non_learnable_prior.pdf │ ├── reparameterization_trick.pdf │ ├── selfvae.pdf │ ├── snf.pdf │ ├── vae_flow_2D_latent.pdf │ ├── vae_generated_images.pdf │ ├── vae_gtm-vampprior_4_2D_latent.pdf │ ├── vae_gtm_4_2D_latent.pdf │ ├── vae_hierarchical_8_generated_imagesFINAL.pdf │ ├── vae_hierarchical_8_generated_imagesFINAL.png │ ├── vae_hierarchical_8_nll_val_curve.pdf │ ├── vae_hierarchical_8_nll_val_curve.png │ ├── vae_hierarchical_8_real_images.pdf │ ├── vae_hierarchical_8_real_images.png │ ├── vae_mog_16_2D_latent.pdf │ ├── vae_nll_val_curve.pdf │ ├── vae_real_images.pdf │ ├── vae_standard_2D_latent.pdf │ └── vae_vampprior_16_2D_latent.pdf │ ├── mindmap_dgms.pdf │ ├── mindmap_dgms.png │ ├── neural_compression │ ├── code.pdf │ ├── codebook_matching.pdf │ ├── compression_scheme.pdf │ ├── jpeg_scheme.pdf │ ├── neural_compression_scheme.pdf │ ├── neural_compressor_arm_C_16_E_8_distortion_distortion_val_curve.pdf │ ├── neural_compressor_arm_C_16_E_8_rate_rate_val_curve.pdf │ ├── neural_compressor_arm_C_16_E_8recon_sample.pdf │ ├── neural_net.pdf │ └── quantization.pdf │ ├── prob_mod │ ├── buffer_unit.pdf │ ├── latent_variable_model.pdf │ ├── mog.pdf │ ├── mog_25_generated_imagesFINAL.pdf │ ├── mog_25_means_images_25.pdf │ ├── mog_25_nll_val_curve.pdf │ ├── mog_25_real_images.pdf │ ├── mog_components.pdf │ ├── original_data.pdf │ ├── original_data_100.pdf │ ├── original_data_12.pdf │ ├── original_data_2.pdf │ ├── original_data_24.pdf │ ├── original_data_4.pdf │ ├── original_data_50.pdf │ ├── original_data_6.pdf │ ├── original_data_8.pdf │ ├── pgm_simple.pdf │ ├── prob_model.pdf │ ├── probabilistic_circuits.pdf │ ├── product_unit.pdf │ ├── step_0.pdf │ ├── step_1.pdf │ ├── step_2.pdf │ ├── step_3.pdf │ ├── steps_all.pdf │ └── sum_unit.pdf │ ├── sbgm │ ├── Fig-9_3.zip │ ├── Fig-9_6.zip │ ├── backward_euler.pdf │ ├── noise_to_data.pdf │ ├── noise_to_data.svg │ ├── sbgm_20_generated_imagesFINAL.pdf │ ├── sbgm_20_nll_val_curve.pdf │ ├── sbgm_20_real_images.pdf │ ├── 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