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site_name: Diffusion-RL Survey
site_description: A survey of reinforcement learning algorithms for multimodal (image/video) generative models, aligned with the VeRL-Omni ubiquitous language.
repo_url: https://github.com/AndyZhou952/diffusion-rl-survey
repo_name: diffusion-rl-survey
# The markdown lives at the repository root (README.md, papers/, …). The `same-dir`
# plugin lets docs_dir be the repo root without the site_dir-inside-docs_dir conflict.
docs_dir: .
site_dir: site
plugins:
- search
- same-dir
theme:
name: material
font:
text: Newsreader # editorial body serif; harmonizes with KaTeX math
code: JetBrains Mono
palette:
- media: "(prefers-color-scheme: light)"
scheme: default
toggle:
icon: material/weather-night
name: Switch to dark mode
- media: "(prefers-color-scheme: dark)"
scheme: slate
toggle:
icon: material/weather-sunny
name: Switch to light mode
features:
- navigation.instant
- navigation.tracking
- navigation.indexes
- navigation.top
- navigation.prune # keep DOM light; render the active sub-tree only
- toc.follow
- search.suggest
- content.code.copy
markdown_extensions:
- pymdownx.arithmatex:
generic: true
- pymdownx.highlight:
anchor_linenums: true
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
- pymdownx.details
- admonition
- tables
- toc:
permalink: true
extra_javascript:
- docs/javascripts/katex.js
- docs/javascripts/paradigm.js
- https://unpkg.com/katex@0/dist/katex.min.js
- https://unpkg.com/katex@0/dist/contrib/auto-render.min.js
extra_css:
- https://unpkg.com/katex@0/dist/katex.min.css
- docs/stylesheets/extra.css
# Keep build output clean: ignore everything that is not part of the survey.
exclude_docs: |
.github/
site/
node_modules/
scratchpad/
requirements-docs.txt
nav:
- Home: README.md
- Reading Guide: papers/READING_GUIDE.md
- Prerequisites:
- Multimodal models: papers/prerequisites/multimodal_basics.md
- Flow matching: papers/prerequisites/flow_matching_basics.md
- GRPO / PPO: papers/prerequisites/grpo_basics.md
- Policy Gradient:
- FlowGRPO: papers/policy_gradient/flow_grpo.md
- DanceGRPO: papers/policy_gradient/dance_grpo.md
- MixGRPO: papers/policy_gradient/mix_grpo.md
- FlowGRPO-CPS: papers/policy_gradient/cps.md
- GRPO-Guard: papers/policy_gradient/grpo_guard.md
- UniGRPO: papers/policy_gradient/uni_grpo.md
- FlowDPPO: papers/policy_gradient/flow_dppo.md
- Direct Preference:
- Diffusion-DPO: papers/direct_preference/diffusion_dpo.md
- SRPO: papers/direct_preference/srpo.md
- DiffusionNFT: papers/direct_preference/diffusion_nft.md
- AWM: papers/direct_preference/awm.md
- DGPO: papers/direct_preference/dgpo.md
- Academia (long tail): papers/academia.md
- Industry Models: models.md
- Reference:
- Paper Index: papers/INDEX.md
- Notation: papers/NOTATION.md
- Integration Guide: INTEGRATION_GUIDE.md