# Stanford University CS236: Deep Generative Models

https://deepgenerativemodels.github.io/project.html

[ ![](https://deepgenerativemodels.github.io/img/stanfordlogo.jpg) ](http://stanford.edu/)
# [Deep Generative Models](https://deepgenerativemodels.github.io/)
#### CS236 - Fall 2023
* * *
## Course Project
The course project will give the students a chance to explore deep generative modeling in greater detail. Course projects will be done in groups of up to 3 students and can fall into one or more of the following categories:  
  

  * Application of deep generative models on a novel task/dataset.
  * Algorithmic improvements into the evaluation, learning and/or inference of deep generative models.
  * Theoretical analysis of any aspect of existing deep generative models.


## Projects  
| Project name  | Authors  |  
| --- | --- |  
| Diffusion Jockey: Pre-trained Image Models for Controlled Audio Generation  | Varun Shenoy, Ben Auslin, Suppakit Waiwitlikhit   |  
| A healthcare agent (for low resource settings)  | Shreyas Lakhtakia  |  
| Caption Conditional Pokémon Generation  | Tony Sun, Channing Lee  |  
| EEG-to-Image: toward a more practical model  | Divija Hasteer, Prathik Rao, Adrien Specht  |  
| Generating High-Quality Brand Logos using Stable Diffusion  | Megan Dass, Pete Rushton, Myra Deng  |  
| Automating Code Review With Few-Shot In-Context Learning  | Yipeng Liu  |  
| Artist-Specific Finetuning for Generative Music  | Michael Xue, Edward Diller  |  
| Modeling an Inhospitable World: Forecasting climate change impacts on land use & cover using variational autoencoders  | Shayana Venukanthan, Divya Nagaraj  |  
| Traditional meets artificial: tile-based synthesis of scratchboard art using Stable Diffusion  | Miranda Li  |  
| Image Segmentation and Deep Generative In-painting  | Ehsan Shahrian, Jaisal Kothari, Kelvin Christian  |  
| Customized Doggie Portrait  | Liuxiao Zhang  |  
| Generating Galaxies for Strong Lens Simulations  | Sydney Erickson  |  
| Stable Diffusion Personalization  | Wen Xu  |  
| VirtuVogue: AI-Generated Garment & Virtual Try-On using Diffusion Models  | Keyuan Wu  |  
| Copyright Protection for Generative AI and Large Language Models  | Wei-Ning Chen  |  
| 2D Game Asset Creation Using Stable Diffusion  | Zhouhua Xie  |  
| Few-Shot Video Generation with Recurrent Motion Prediction using Pre-trained Image Diffusion Models  | Ryan Li, Churan He, Yingying Chen  |  
| Asset Price Forecasting with Deep Generative Models: Predicting Daily Highs, Lows, and Closes for Targeted Trading Strategies  | Flor Lozano-Byrne, Masamine Someha, Dhruv Aggarwal  |  
| Learning Representations of NBA Player Performances Using Variational Autoencoder  | Jacob Deutsch  |  
|  Towards Personalized Music Generation via Deep Reinforcement Learning  | Giancarlo Ricci  |  
| Fast Personal Stable Diffusion  | Nick Mecklenburg  |  
| NeRFBusters in the Stanford Wild  | Timothy Yao  |  
| Generative Diffusion Models for 3D Protein-Binding Molecule Structure  | Yilin Chen, Tianxiang Dai, Shuo Harper Hua  |  
| Direcet Preference Optimization for Diffusion Models  | Meihua Dang,  |  
| Increasing the Resolution of Low-Fidelity Physics Simulations Using Stable Diffusion Models  | Ali Lasemi, Marie-Jo Azzi, Joshua Barnett  |  
| Fusion video game characters  | Gautham Dixit  |  
| Generative Models for Synthetically Viable Materials  | Khalid El-Awady  |  
| Removing adverse weather impacts from autonomous vehicle camera systems with generative techniques  | Chunming Peng, Yun Kun Zhang, Jason Alexander Chan  |  
| StartGAN: Analyzing the Impact of Discriminator Pre-Training on Final Generator Performance  | Sri Jaladi, Andy Liang, Abhinav Sinha  |  
| SceneStitch: Garment Try-On in a World of Changing Horizons  | Zhengjia Huang,Li Tian,Jing Gong  |  
| Caption Conditional Pokémon Generation  | Tony Sun, Channing Lee  |  
| Project Milestone: Detecting the Shapes in a Slide from an Image using a Multimodal Generative Model  | Hashem Elezabi, Ahmed Sharaf  |  
| ACT + Diffusion Policy  | Yihe Tang, Max Sobol Mark, Avidesh F Marajh   |  
| Textual Inversion for 3D Generative Models  | Virginia Adams  |  
| Customizing and Enhancing Stable Diffusion for Style LoRA and Subject-Specific Generation  | Katherine Chen  |  
| ADISS: Ad-Hoc Indoor Scene Synthesis with 3D Reconstructed Objects  | Mofan Zhang, Martin JJ. Bucher, Shuojia Fu  |  
| Employing Deep Generative Models in Drug Discovery and Modeling Single-Cell Responses  | Denis Tolkunov, Billur Engin, Chi Wai Lau  |  
| Unconditional Discrete Diffusion Model for 3D Building Generation.  | Alberto Tono  |  
| Generative model of the joint distribution of protein sequence and structure for protein design  | Jinho Kim,Tianyu Lu,Talal Wadatalla  |  
| 3D-aware Instruction-guided 3D Editing  | Mingjian Jiang, Xinyi Zhao, Zheng Wang  |  
| The Platonian "Form" in Variational Autoencoders: Dissecting Latent Space Properties  | Junyang Sun, Bi Tian Yuan  |  
| Diffusion-LM for Sentence Embeddings  | Maggie Wu  |  
| FACETIME: Age-Guided Child Face Generation from Parental Images  | Anirudh Sriram, Shoaib Mohammed  |  
| Generative Machine Learning for Modeling Viscoelasticity in Soft Tissues  | Jeremy McCulloch  |  
| Video Chapterization Using Generative Reconstruction  | Siqi Zuo  |  
| BachBot - Bridging Classical Elegance with AI Innovation  | Kyuil Lee, Dezhi Yu, Yongkang Huang  |  
| Zero-shot Image-to-3D Generation Using Diffusion Guidance and GAN  | Frank Zhao  |  
| Target-aware Molecule Generation via Direct Preference Optimization  | Siyi Carrie Gu  |  
| Diffusing Across the Spider-Verse  | Anuj Shetty, Huram-Abi Nzia Yotchoum, Daniel Sorvisto  |  
| 3D Model Editing via Text Commands  | Fang Shu, Jian Xu, Wai Yam Gordon Tsai  |  
| Stable Diffusion and Beyond: text-to-image-to-video  | Jayadev Rajan, Arihant Jain  |  
| Generative Adversarial Networks in Anomaly Detection: Multivariate Time Series Analysis for Power System   | Rafael Carvalho Marques  |  
| Customization of Stable Diffusion Models with Different Methods  | Ang Li, Haishan Gao, Tommy Li  |  
| Correcting Human Posture in 2D Images with Stable Diffusion  | Will Baxley  |  
| Stable Diffusion and Beyond  | Xian Wu  |  
| Predicting Three-Dimensional RNA Structure with Graph-Based Diffusion Models  | Kaya Güvendi  |  
| Applying LoRA to Stable Diffusion with Impressionist Landscape Art  | Jensen Hwa  |  
| Exploring the Noise Space of Latent Diffusion Models  | Medhanie Irgau, Chinmay Lalgudi  |  
| Motion Interpolation via Autoregressive Joint Pose Sampling for Physics-Based Character Control  | Michael Piseno  |  
| Stable Diffusion with Extension to Text-to-Video Generation  | Yasuhiro Yoshida, Thomas Cheung, Qi Han  |  
| Generating VNG Characters with Pose Control  | Chenyang Dai, Jingwei Ma  |  
| A retraction-map based approach to image generation using Lipschitz contraction operators  | Joshua Kazdan, Rex Shen, Hao Sun  |  
| GPTTT: Teaching LLMs how to play Tic-Tac-Toe  | Mehul Arora  |  
| Inference-time Soft-Constrained Decoding For Autoregressive Language Models   | Atem Aguer  |  
| Multimodal Gen-AI for Fundamental Investment Research  | Hai Wang, Ting-Yu Chang  |  
| Search Methods for Image Generation  | Adam Klein  |  
| Synthetic data to train better spam filters  | Kai Wang  |  
| Diffusion-based Falsification of Cyber-Physical Systems  | Harrison Delecki, Marc Schlichting   |  
| Stable Diffusion and Beyond  | ChunWei Chan  |  
| Generating a building’s digital twin from a single street view image  | Kevin Mayer  |  
| RadGANvolve: CT-based synthetic MRI generation with GANs  | Reine Dayekh, Maayane Attias, Sushmita Belede  |  
| Generative Modeling for Immersive Game Scenes  | Yusef Qazi, Weidi Pan, Tushar Gupta  |  
| Subject-specific Customization of Video Diffusion Models  | Xinzhi Fan, Shaoheng Zhou, Masoud Charkhabi  |  
| Identity-Preserving Human Face Editing with Parameter-Efficient Training  | Ji Hun Wang, Youjin Song, Andrew Hyungmin Lee  |  
| A Generative Approach to Reconstruct Perceived Text with MEG Signals  | Shubh Khanna, Abel John  |  
| Plan My Trip  | Manolo Alvarez  |  
| Conditional Latent Diffusion Models for Accelerated MRI  | Yonatan Urman, Ashwin Kumar, Zachary Shah  |  
| Thumbs Up: Enhancing Accessibility of Content Creation Through Thumbnail Generation  | Sreya Halder, Lauren Kong, Jasmine Bilir  |  
| OccFacto: Controllable Part-Based Mesh Generation with Occupancy Networks  | Aniketh Iyengar, William Pan  |  
| Controlling Stable Diffusion for Outfit Swapping  | Ran Geng  |  
| Adoption of LLMs in Corporate Environments  | Yuwen Qiu, Cheng Shen, Saurabh Malik  |  
| Learned Optimizer with Diffusion Models  | Apoorv Srivastava, Chaitanya Pankajkumar Patel  |  
| Controllable Audio Generation with Auto-Regressive Self-Attention Modeling and Neural Compression  | William Shabecoff, Andrew Romero  |  
| On Cross-modal Information Retrieval using Latent-variable Spaces from Brain Activities  | Albert Cai, Omar Abul-Hassan  |  
| Accelerated Molecular Conformation Generation with Fast Diffusion Model Sampling  | Cesar Lema, Neal Vaidya, Romain Lacombe  |  
| Electripedia  | Tony Liu  |  
| Exploring Fine-Tuning Methods for Stable Diffusion  | Pura Peetathawatchai  |  
| Integrating Affective Dynamics into Deepfake Technology for Enhanced Emotional Realism in Talking Head Synthesis  | Aditya Bora, Nikhil Suresh  |  
| GANs for synthetic returns of correlated securities  | Henrique Monteiro  |  
| seg-zero: Diffusion Models for Controllable Human Face Editing  | Fan Pu Zeng, Jitong Zhou, Zhiyu Xie  |  
| Generative Pretraining of Medical AI Models  | Rui Deng, Bohan Li  |  
| Stable Diffusion and Beyond  | Nithin Akkati, Mubarak Ali Seyed Ibrahim  |  
| Abstract Graph Generation with DiGress  | Angelo Gagliardi  |  
| Fine-Tuning Stable Diffusion for Conditional Generative Stylist Application  | Miria Feng  |  
| Personalized Text-to-Image Generation with Identity Preservation  | Bofei Zhu  |  
| Generating Bubbles for Fluid Animations  | Kangrui Xue  |  
| 3D-Aware Human Image Generation with Diffusion  | Paris Zhang  |  
| It's From Bits: Binary Generative Flows  | Tom Saberhagen  |  
| Diffusion Evolution: Evolving Pokemon with Stable Diffusion  | Pranay Agrawal, Josh Singh, Chethan Bhateja  |  
| Hare in Tortoise Shell (HITS): Improving Diffusion TTS using Non-Autoregressive Mel-Spectrograms latents   | Tomas Coghlan, Parth Sarthi, Salman Abdullah  |  
| Stable Diffusion and Beyond  | Ilias Kasoumis  |  
| Effectiveness of Generative Self-Supervised Learning on Neural Inertial Navigation  | Anson Wang  |  
| Comparative Study of Generative Models on mono-track music generation in the context of other tracks  | Krithika Ramakrishnan  |  
| Generative Models for Image Compression  | Spencer Graves  |  
| Generating 2D Materials with Deep Graph-based Models  | Giulia Socolof, Sathya Edamadaka  |  
| manipulativeLMs: Social Reasoning and Manipulative Behavior in Language Models  | Chinmaya Andukuri  |  
| Learned Chaos in Generative Models Through Reservoir Computing  | Quinn McIntyre, Dhruv Pai, Andres Carranza  |  
| You Text, We Sketch: Text-Guided Diffusion for Vectorized Sketch Generation  | Yash Shah, Samy Cherfaoui  |  
| MeGAN: Medical Imagery Generation via Learned Augmentations  | Xiluo He, Tom Nguyen  |  
| Prompt-based image generation of whole slide images (WSI) for tumor microenvironment characterization  | Adam Chun, Ekin Tiu  |  
| Teaching a language model a causal system through passive observations  | Ayush Chakravarthy  |  
| Physics Based Character Animation via diffusion models   | Takara Truong  |  
| Diffusion and Meta-learning for Molecule Conformation Generation  | Rafael Basto, Armando Borda, Evelyn Choi  |  
| Generative Models for Improving lung pathologies classification using X-rays Images  | Kuniaki Iwanami, Juan Pablo Triana Martinez  |  
| StarCraft 2 Fog Removal with Generative Models  | Cynthia Li, Yang Fan  |  
| Generating Accurate Quotations of Court Cases  | Sam Gensburg  |  
| Efficient Recovery of Text from Embeddings  | Ramgopal Venkateswaran  |  
| Geometric Latent Conditional Diffusion Models for 3D Molecule Generation  | Aksh Garg, Isaac Ju, Sanjay Nagaraj  |  
| Planning with Generative World Models in Robotics  | Hengyuan Hu, Jonathan Yang, Tianyu Hua  |  
| Cinematic Image Generation with Diffusion Models  | Arjun Karanam, Raghav Ganesh, Ronak Malde  |  
| Efficient Generative Modeling of Long-Horizon Videos  | Gabrael Levine, Jaden Clark  |  
| Extending FlowSite to Protein Sidechain Flexibility  | Milena Mathew  |  
| Tic-Tac-Train: Guiding ChatGPT to play tic-tac-toe optimally with logical reasoning  | Denise Lee, Benjamin Martinez, Samuel Do  |  
| End-to-End Semantic Anomaly Detection using a Visual Language Model  | Matt Foutter  |  
| Stable Diffusion and Beyond  | Ihor Leshchyshyn  |  
| dressifyMe.ai  | Jean Rodmond Jr Laguerre, Zouberou Sayibou  |  
| Deep Generative Models for Technical Analysis  | Michael Cho, Michael Marcotte  |  
| Facial Editing through ControlNet  | Jason Shu-Yang Wang, Yiming Ni  |  
| Adapting Text-to-Image Models for Video Generation Using Few Shot Learning  | Samir Agarwala, Hong Ju Jeon, Jared Watrous  |  
| Towards Layout-Aware Screenshot Generation  | Yuan Gao  |  
| Meta-Learning Online Adaptation of General Language Models  | Nathan Hu  |  
| Portfolio Diffusion: Generative modelling for investment portfolio construction  | Andrey Popov  |  
| Variational Autoencoder for Wildfire Risk Analysis In the Context of Financial Industry's Climate Scenario Analysis.  | Jonathan Hague  |  
| Improving Patch-Based Diffusion Models to Restore Images with Adverse Weather Conditions  | Kenny Dao, Viraj Mehta, Jeremy Tian  |  
| Diffusion-Based Generation of Previously Unseen Cell Biology  | Ayush Agrawal  |  
| Accelerating Parallel Diffusion Model Inference with Rectified Flows  | Sahil Jain  |  
| Sketch-to-CAD: Generating Computer Aided Design Models from Sketches  | Ghadi Nehme  |  
| Targeted Machine Unlearning for Diffusion Models  | Varun Desai, Nipun Argawala, Juan Muneton Gallego  |  
| Exploring Text-to-Image and Text-to-Text Generation Using Diffusion Models  | Roy Yuan, Constance Horng  |  
| Efficient Diffusion Model for Audio Inpainting  | Jadon Geathers, Kiran Bhat  |  
| Deep generative model based 3D image reconstruction for Electrical Impedance Tomography  | Haijing Zhang  |  
| Redessian Models - A Novel Regularisation Method for Disentangled Representation Learning  | Jubayer Hamid, Andy Tang, Sheryl Hsu  |  
| Tic-Tac-Toe for LLMs  | Jihee Suh  |  
| Stable Diffusion and Beyond  | Aniruddh Ramrakhyani  |  
| A Comparative Study of Generative AI Techniques for Music  | Durga Malladi, Ranajit Gangopadhyay, Jacob Smith  |  
| Towards Better Facial Image Editing  | Carson Murtuza Lanier, Charlotte Nicks  |  
| Revision Models: Exploring Sequence Regeneration in Language Models  | Jay Martin, Manan Patel, Shrey Verma  |  
| Consistency Accelerated Robot Inference  | Aaditya Prasad  |  
| Complex Pattern Recognition in LLMs: Using Language Models to Identify "Disruptive Innovation"  | Matthew Wise  |  
| Mitigating Out-of-Distribution Inference Errors in Score-Based Generative Models  | Derek Chong, Matthew Jin, Jenny Xu  |  
| Instruct-3D-to-3D: Editing 3D Scenes with Instructions  | Chi Yo Tsai, Eliza Huang, Fan Xie  |  
| A Bond-Prediction-Focused Approach to Novel Molecular Generation of Large Molecules  | Bay Foley-Cox, David Wendt  |  
| VisioNet: Vision-to-Audio Generation with Large Language Model  | Yingke Wang, Han Bai, Haoming Zou  |  
| Voxel Diffusion  | Brendon Matusch, James Zheng  |  
| A Comparative Study of Voice Synthesis Techniques  | Afshin Babveyh  |  
| Finetuning text to image diffusion models for transparent object image synthesis  | Kevin Lin  |  
| Drawing Wizard: Image-to-image Translation with Conditional GANs  | Yujie Gao  |  
| Sequence (re)-generation with different orderings  | Nikil Ravi, Emil Biju, Sagnik Bhattacharya  |  
| FermiGPT: Combining programmatic reasoning of LLMs with Retrieval-Augmented Generation  | Sidhart Krishnan  |  
| Audio Reactive AI Generated DJ Visuals  | Adam Zhao, Hannah Kim, Matt Reed  |  
| Robust Text-based Image Editing through Cross-Attention in Diffusion Models  | Yining Mao  |  
| Mistral 7B Chess  | Ozan Adiguzel  |  
| Multi-Singer Voice Interpolation: A Deep Generative Approach to Hybrid Voice Creation in Singing  | Guinness Chen  |  
| Subject Specific Fine-tuning to Create Synthetic Datasets for Computer Vision in Sports  | Arnav Gangal  |  
| When At First You Don’t Succeed: Knowing When to Try Again in Novel Test-Time Scenarios  | Maximilian Du  |  
| Style2Art: Artwork Generation with Style and Subject  | Jiacheng (JC) Hu  |  
| Improving Human Hands in Stable Diffusion  | Matthew Hayes  |  
| EEG-to-fMRI Generation for Data Synthesis in Brain Sciences and Diagnosis  | Binxu Li, Jiaqi Wu  |  
| Study of Semiconductor Wafer Patterns with Deep Generative models  | Chuanqi Chen  |