SEIKO is a novel reinforcement learning method to efficiently fine-tune diffusion models in an online setting. Our methods outperform all baselines (PPO, classifier-based guidance, direct reward backpropagation) for fine-tuning Stable Diffusion.
☆30Jul 18, 2024Updated 2 years ago
Alternatives and similar repositories for SEIKO
Users that are interested in SEIKO are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Derivative-Free, Training-Free, Guidance in Diffusion Models☆16Sep 30, 2024Updated last year
- Official implementation for Diffusion Alignment as Sampling (DAS), ICLR'25, Spotlight☆66Feb 12, 2025Updated last year
- [ICML 2024] Code for the paper "Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases"☆38Jul 12, 2024Updated 2 years ago
- [NeurIPS 2023] Reward-Directed Conditional Diffusion: Provable Distribution Estimation and Reward Improvement☆18Oct 30, 2024Updated last year
- Derivative-Free Guidance in Diffusion Models with Soft Value-Based Decoding. For controlled generation in DNA, RNA, proteins, molecules (…☆39Jan 7, 2026Updated 6 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Code for the tutorial/review paper for RL-based-fine-tuniing. In this code, we especially focus on the design of biological sequences li…☆159Sep 15, 2024Updated last year
- Code for the paper "Molecule Design by Latent Space Energy-based Modeling and Gradual Distribution Shifting" in UAI 2023☆15Nov 15, 2023Updated 2 years ago
- AlignProp uses direct reward backpropogation for the alignment of large-scale text-to-image diffusion models. Our method is 25x more samp…☆324Nov 1, 2024Updated last year
- Computational analysis of nucleic acids structures using graph neural networks☆15Mar 25, 2024Updated 2 years ago
- Inference-Time Alignment in Protein Diffusion Models☆59Jan 7, 2026Updated 6 months ago
- Official code repository for the paper Exploring Chemical Space with Score-based Out-of-distribution Generation (ICML 2023)☆40May 19, 2024Updated 2 years ago
- The official implementation of Diffusion-KTO: Aligning Diffusion Models by Optimizing Human Utility☆69Aug 16, 2025Updated 11 months ago
- ☆33Jul 10, 2023Updated 3 years ago
- Code base for paper: Reparameterized Policy Learning for Multimodal Trajectory Optimization☆28Jul 19, 2023Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Tracking literature and additional online resources on transformers for sequential decision making including RL and beyond.☆52Dec 21, 2022Updated 3 years ago
- Official Code for Local Search GFlowNets (ICLR 2024 Spotlight)☆25Feb 27, 2025Updated last year
- DDPO for finetuning diffusion models, implemented in PyTorch with LoRA support☆768Mar 22, 2024Updated 2 years ago
- Hierarchical Hidden Markov Model☆12Dec 11, 2022Updated 3 years ago
- A general framework for inference-time scaling and steering of diffusion models with arbitrary rewards.☆228Jun 26, 2025Updated last year
- Official Code for Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization (NIPS 2024)☆23Aug 15, 2024Updated last year
- ☆58Sep 23, 2024Updated last year
- Code for the paper "Training Diffusion Models with Reinforcement Learning"☆574Jul 5, 2023Updated 3 years ago
- Official codebase for Exact Energy-Guided Diffusion Sampling via Contrastive Energy Prediction☆35Nov 3, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- DL reading group arrangements☆22Sep 2, 2025Updated 10 months ago
- Official repository for GFACS☆37May 17, 2024Updated 2 years ago
- ☆59Apr 7, 2026Updated 3 months ago
- Offline Reinforcement Learning Reading Group☆28Nov 22, 2022Updated 3 years ago
- Official codebase for GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning.☆32Nov 12, 2024Updated last year
- ☆35May 24, 2023Updated 3 years ago
- ☆11Feb 26, 2024Updated 2 years ago
- Contains implementation of the DoubIL and ResiduIL algorithms from the ICML '22 paper Causal Imitation Learning under Temporally Correlat…☆11Dec 9, 2022Updated 3 years ago
- Course Website for "AI618: Generative Model and Unsupervised Learning"☆36May 23, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- The official implementation of MaskGRPO: Consolidating Reinforcement Learning for Multimodal Discrete Diffusion Models. (ICLR 2026, arxiv…☆19Jan 27, 2026Updated 6 months ago
- ☆22Oct 20, 2023Updated 2 years ago
- Official codebase for Exact Energy-Guided Diffusion Sampling via Contrastive Energy Prediction (ICML 2023)☆55Aug 26, 2023Updated 2 years ago
- Official codebase for Margin-aware Preference Optimization for Aligning Diffusion Models without Reference (MaPO).☆83Jun 11, 2024Updated 2 years ago
- Tensor product decomposition network☆21Mar 5, 2021Updated 5 years ago
- [NeurIPS 2021] World modelling and action learning using a contrastive formulation of the active inference framework, for reaching visual…☆15Jan 22, 2024Updated 2 years ago
- Codes for scientific charts☆11Dec 30, 2025Updated 6 months ago