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Awesome AI Paper Reproduction Radar

A searchable radar of high-interest AI papers and unofficial PyTorch reproduction repositories.

Find hot AI papers, code status, and unofficial reproduction starters in one searchable radar.

Repos Collections Updated License

Browse table · Curated tracks · Latest daily note · Code-status policy · Searchable HTML · Data JSON · Contribute

Maintained by @StaryMoon. If this radar helps you find, compare, or start reproducing an AI paper, please consider starring the repository and following my GitHub profile.

Semantic Scholar public paper search page screenshot

Image source: public Semantic Scholar page screenshot, https://www.semanticscholar.org/. Used here as a visual reference for paper discovery workflows; not an endorsement by Semantic Scholar.

What Makes This Different

Most paper lists are either raw link dumps or single-topic awesome lists. This radar is built around three more useful layers:

  • Searchable data layer: every entry is stored in data/reproductions.json for scripting, filtering, and reuse.
  • Curated tracks: papers are grouped by research intent, not only by repo name or conference.
  • Implementation-status view: each entry points to paper, repo, tags, and current reproduction interface in one table.
  • Daily metadata refresh: GitHub Actions can refresh stars, topics, and push timestamps without manual bookkeeping.

Every linked implementation is clearly marked as unofficial and keeps paper citations separate from local experiment logs.

Latest Daily Radar Note

  • 2026-06-22 — a schema maintenance note introducing explicit official-code and starter-type fields.

Starter-First Code-Status Watchlist

This section highlights papers where the radar currently indexes an unofficial starter and has not yet indexed an official-code link. This is a radar status, not a claim that no official implementation exists.

Paper Venue / topic Official code status Unofficial starter Why people search it
Skywork Open Reasoner 1 Technical Report Reasoning RL / arXiv 2025 Official link not indexed in this radar yet Skywork-OR1 Reasoning RL and test-time scaling papers are searched for starter code before official recipes settle.
Phi-4 Technical Report Compact Reasoning LLM / arXiv 2024 Official link not indexed in this radar yet Phi-4 Reasoning RL and test-time scaling papers are searched for starter code before official recipes settle.
Wan: Open and Advanced Large-Scale Video Generative Models Video Generation / arXiv 2025 Official link not indexed in this radar yet Wan2-1 Video generation and world-model papers are hard to compare without a runnable interface map.
Cosmos World Foundation Model Platform for Physical AI World Models / arXiv 2025 Official link not indexed in this radar yet Cosmos-WFM Video generation and world-model papers are hard to compare without a runnable interface map.
RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation Robotics Diffusion / arXiv 2024 Official link not indexed in this radar yet RDT-1B VLA and robot-policy readers need quick links from papers to action-interface starters.
OpenVLA: An Open-Source Vision-Language-Action Model VLA Robotics / arXiv 2024 Official link not indexed in this radar yet OpenVLA VLA and robot-policy readers need quick links from papers to action-interface starters.
OSDFace: One-Step Diffusion Model for Face Restoration CVPR 2025 Official link not indexed in this radar yet OSDFace Restoration papers attract readers looking for baselines, degradation settings, and PyTorch entrypoints.
UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior CVPR 2025 Official link not indexed in this radar yet UniRestore Restoration papers attract readers looking for baselines, degradation settings, and PyTorch entrypoints.
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Multimodal Generation / arXiv 2025 Official link not indexed in this radar yet Janus-Pro Multimodal papers move quickly, so readers often search for unified starter repos.
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation CVPR 2025 Official link not indexed in this radar yet Janus-CVPR2025 Multimodal papers move quickly, so readers often search for unified starter repos.

Radar Snapshot

Area Count Representative repos
Frontier LLMs 7 DeepSeek-V3, Gemma-3, InternVL3, Kimi-VL, LLaDA-V
Reasoning LLMs 9 DAPO, DeepSeek-R1, Kimi-k1-5, LIMO, Open-Reasoner-Zero
Vision-Language Models 4 Demo2Tutorial, Janus-CVPR2025, Janus-Pro, OmniGen2
Video and World Models 11 LongVT, CogVideoX, Cosmos-WFM, DeltaWorld, Diffusion-Renderer
Generation and Diffusion 5 Chat2SVG, DiffSensei, ACE-Step, SANA, Stable-Diffusion-3
3D and Rendering 8 DeSiRe-GS, Feat2GS, FlashGS, Hunyuan3D-2, Omni-Scene
Robotics and Embodied AI 6 DexGrasp-Anything, RDT-1B, Tartan-IMU, OpenVLA, Pi0
Image Restoration 7 SnowMaster, Dual-Prompt-DiT, IPC-Dehaze, OSDFace, ResFlow
Segmentation and Motion 2 Motions-as-Queries, S-Seg
Code Models 1 Seed-Coder
Efficient Sequence Models 1 Mamba2

Curated Tracks

These are the buy-in oriented collections: each one explains who should care, why the area is hot, and which repos form a readable route through the topic.

Track Good for Why now Representative repos
Reasoning RL and Test-Time Scaling Pack LLM researchers, students building reasoning baselines, and engineers following GRPO-style systems. Reasoning models are still the highest-search AI topic, and readers want one place that links papers, repos, and implementation interfaces. DeepSeek-R1, Kimi-k1-5, s1-Test-Time-Scaling, LIMO, DAPO, +3 more
Frontier LLM Engineering Pack LLM infrastructure learners, model architecture readers, and people comparing technical reports. Most technical report readers do not need a full training run first; they need a structured implementation map and citation trail. DeepSeek-V3, Qwen3, Gemma-3, Phi-4, MiniMax-01, +1 more
VLM, Multimodal, and Agent Interface Pack VLM students, multimodal agent builders, and researchers looking for cross-modal repo templates. VLM work is fragmented across understanding, generation, action, and agent tasks; this track groups them by reusable interface shape. Qwen2-5-VL, InternVL3, Kimi-VL, Janus-Pro, Janus-CVPR2025, +3 more
Video Generation and World Model Pack Video generation builders, world model readers, and robotics people who need visual dynamics references. Video/world-model papers are search-heavy but scattered; a curated track makes the field easier to scan. HunyuanVideo, CogVideoX, Wan2-1, Cosmos-WFM, DeltaWorld, +5 more
3D, Gaussian, and Rendering Pack 3D vision students, graphics readers, and embodied AI researchers who need a cross-paper map. 3D repos are often hard to compare because each paper uses different asset, rendering, and representation assumptions. Hunyuan3D-2, TRELLIS, FlashGS, Feat2GS, DeSiRe-GS, +4 more
Image Restoration and Low-Level Vision Pack Low-level vision researchers, restoration students, and people following CVPR restoration papers. Restoration work is easier to buy into when papers are grouped by degradation, prior, and interface rather than by conference only. ResFlow, IPC-Dehaze, OSDFace, Dual-Prompt-DiT, UniRestore, +2 more
Robotics, VLA, and Embodied AI Pack Robotics students, embodied AI builders, and people comparing action-conditioned model interfaces. Robotics papers are getting pulled into foundation-model discussions; a focused track makes this transition more legible. OpenVLA, Pi0, RDT-1B, DexGrasp-Anything, RoboBrain, +1 more

Repository Radar

The full machine-readable dataset lives in data/reproductions.json.

Frontier LLMs

Repo Paper Source Official code status Implementation status Tags
DeepSeek-V3 DeepSeek-V3 Technical Report 2412.19437 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release deepseek, deepseek-v3, llm, mla, moe
Gemma-3 Gemma 3 Technical Report 2503.19786 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release gemma, gemma-3, llm, long-context, multimodal
InternVL3 InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models 2504.10479 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release internvl, mllm, multimodal-pretraining, pytorch, reproduction
Kimi-VL Kimi-VL Technical Report 2504.07491 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release kimi-vl, long-context, moe, multimodal, pytorch
LLaDA-V LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning 2505.16933 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cvpr-2026, diffusion-language-model, diffusion-model, mllm, multimodal
MiniMax-01 MiniMax-01: Scaling Foundation Models with Lightning Attention 2501.08313 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release attention, lightning-attention, llm, long-context, minimax
Qwen2-5-VL Qwen2.5-VL Technical Report 2502.13923 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release document-understanding, mllm, pytorch, qwen, reproduction

Reasoning LLMs

Repo Paper Source Official code status Implementation status Tags
DAPO DAPO: An Open-Source LLM Reinforcement Learning System at Scale 2503.14476 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release dapo, llm-reasoning, policy-optimization, pytorch, reinforcement-learning
DeepSeek-R1 DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning 2501.12948 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release deepseek-r1, grpo, llm, pytorch, reasoning
Kimi-k1-5 Kimi k1.5: Scaling Reinforcement Learning with LLMs 2501.12599 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release kimi, llm, long-context, pytorch, reasoning
LIMO LIMO: Less is More for Reasoning 2502.03387 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release data-efficient-learning, math-reasoning, pytorch, reasoning, reproduction
Open-Reasoner-Zero Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model 2503.24290 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release llm-reasoning, open-reasoner-zero, ppo, pytorch, reinforcement-learning
Phi-4 Phi-4 Technical Report 2412.08905 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release compact-model, llm, phi-4, pytorch, reasoning
Qwen3 Qwen3 Technical Report 2505.09388 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release llm, moe, multilingual, pytorch, qwen3
s1-Test-Time-Scaling s1: Simple test-time scaling 2501.19393 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release budget-forcing, llm, pytorch, reasoning, reproduction
Skywork-OR1 Skywork Open Reasoner 1 Technical Report 2505.22312 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release code, grpo, long-cot, math, pytorch

Vision-Language Models

Repo Paper Source Official code status Implementation status Tags
Demo2Tutorial Demo2Tutorial: From Human Experience to Multimodal Software Tutorials 2606.03951 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cvpr-2026, gui-agent, multimodal, multimodal-tutorial, pytorch
Janus-CVPR2025 Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, generation, image-generation, multimodal
Janus-Pro Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling 2501.17811 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release image-generation, janus-pro, multimodal-generation, pytorch, reproduction
OmniGen2 OmniGen2: Towards Instruction-Aligned Multimodal Generation 2506.18871 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cvpr-2026, diffusion, image-generation, instruction-following, multimodal-generation

Video and World Models

Repo Paper Source Official code status Implementation status Tags
LongVT LongVT: Incentivizing Thinking with Long Videos via Native Tool Calling 2511.20785 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cvpr-2026, long-video-understanding, mllm, pytorch, reproduction
CogVideoX CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer 2408.06072 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cogvideox, diffusion-transformer, pytorch, reproduction, text-to-video
Cosmos-WFM Cosmos World Foundation Model Platform for Physical AI 2501.03575 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cosmos, physical-ai, pytorch, reproduction, robotics
DeltaWorld A Frame Is Worth One Token: Efficient Generative World Modeling with Delta Tokens 2604.04913 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release cvpr-2026, cvpr-highlight, delta-tokens, pytorch, reproduction
Diffusion-Renderer Diffusion Renderer: Neural Inverse and Forward Rendering with Video Diffusion Models Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, inverse-rendering, neural-rendering, pytorch
HunyuanVideo HunyuanVideo: A Systematic Framework For Large Video Generative Models 2412.03603 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release diffusion-transformer, hunyuanvideo, pytorch, reproduction, text-to-video
Presto-SCA Long Video Diffusion Generation with Segmented Cross-Attention and Content-Rich Video Data Curation Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cross-attention, cvpr-2025, diffusion, diffusion-model
ReCapture ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release camera-control, computer-vision, cvpr-2025, masked-finetuning, pytorch
SketchVideo SketchVideo: Sketch-based Video Generation and Editing Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, pytorch, sketch, sketch-guided-generation
VideoDirector VideoDirector: Precise Video Editing via Text-to-Video Models Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion, diffusion-model, pytorch
Wan2-1 Wan: Open and Advanced Large-Scale Video Generative Models 2503.20314 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release diffusion, diffusion-transformer, pytorch, reproduction, text-to-video

Generation and Diffusion

Repo Paper Source Official code status Implementation status Tags
Chat2SVG Chat2SVG: Vector Graphics Generation with Large Language Models and Image Diffusion Models Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion, llm, multimodal-generation
DiffSensei DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion, diffusion-model, manga-generation
ACE-Step ACE-Step: A Step Towards Music Generation Foundation Model 2506.00045 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release ace-step, audio, diffusion, foundation-model, music-generation
SANA SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers 2410.10629 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release diffusion-transformer, efficient-ai, linear-attention, pytorch, reproduction
Stable-Diffusion-3 Scaling Rectified Flow Transformers for High-Resolution Image Synthesis 2403.03206 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release diffusion-transformer, pytorch, rectified-flow, reproduction, stable-diffusion-3

3D and Rendering

Repo Paper Source Official code status Implementation status Tags
DeSiRe-GS DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 4d-gaussian-splatting, autonomous-driving, computer-vision, cvpr-2025, pytorch
Feat2GS Feat2GS: Probing Visual Foundation Models with Gaussian Splatting Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-gaussian-splatting, 3d-reconstruction, computer-vision, cvpr-2025, foundation-models
FlashGS FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-gaussian-splatting, 3d-reconstruction, computer-vision, cvpr-2025, gaussian-splatting
Hunyuan3D-2 Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation 2501.12202 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-generation, diffusion-transformer, hunyuan3d, pytorch, reproduction
Omni-Scene Omni-Scene: Omni-Gaussian Representation for Ego-Centric Sparse-View Scene Reconstruction Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-gaussian-splatting, computer-vision, cvpr-2025, egocentric, egocentric-vision
SAGE-3D SAGE: Scalable Agentic 3D Scene Generation for Embodied AI 2602.10116 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-scene-generation, agentic-ai, cvpr-2026, embodied-ai, pytorch
ThreeDTopia-XL 3DTopia-XL: Scaling High-quality 3D Asset Generation via Primitive Diffusion Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-assets, 3d-generation, computer-vision, cvpr-2025, primitive-diffusion
TRELLIS Structured 3D Latents for Scalable and Versatile 3D Generation 2412.01506 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release 3d-generation, pytorch, rectified-flow, reproduction, slat

Robotics and Embodied AI

Repo Paper Source Official code status Implementation status Tags
DexGrasp-Anything DexGrasp Anything: Towards Universal Robotic Dexterous Grasping with Physics Awareness Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, dexterous-grasping, dexterous-manipulation, physics-aware
RDT-1B RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation 2410.07864 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release bimanual-manipulation, diffusion-transformer, pytorch, rdt, reproduction
Tartan-IMU Tartan IMU: A Light Foundation Model for Inertial Positioning in Robotics Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, foundation-model, imu, inertial-positioning
OpenVLA OpenVLA: An Open-Source Vision-Language-Action Model 2406.09246 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release openvla, pytorch, reproduction, robot-manipulation, robotics
Pi0 $π_0$: A Vision-Language-Action Flow Model for General Robot Control 2410.24164 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release flow-matching, pi0, pytorch, reproduction, robot-policy
RoboBrain RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, embodied-ai, manipulation, pytorch

Image Restoration

Repo Paper Source Official code status Implementation status Tags
SnowMaster SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, image-desnowing, image-restoration, mllm
Dual-Prompt-DiT Dual Prompting Image Restoration with Diffusion Transformers Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion-transformer, image-restoration, prompt-learning
IPC-Dehaze Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release codebook, computer-vision, cvpr-2025, image-dehazing, image-restoration
OSDFace OSDFace: One-Step Diffusion Model for Face Restoration Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion, diffusion-model, face-restoration
ResFlow Reversing Flow for Image Restoration Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, deraining, flow-matching, image-restoration
UniRestore UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, diffusion-prior, image-restoration, low-level-vision
URWKV URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, image-restoration, low-light-enhancement, pytorch

Segmentation and Motion

Repo Paper Source Official code status Implementation status Tags
Motions-as-Queries Motions as Queries: One-Stage Multi-Person Holistic Human Motion Capture Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, human-motion-capture, motion-queries, motion-reconstruction
S-Seg Exploring Simple Open-Vocabulary Semantic Segmentation Paper Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release computer-vision, cvpr-2025, maskformer, open-vocabulary-segmentation, pytorch

Code Models

Repo Paper Source Official code status Implementation status Tags
Seed-Coder Seed-Coder: Let the Code Model Curate Data for Itself 2506.03524 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release code-generation, code-llm, data-curation, llm, pytorch

Efficient Sequence Models

Repo Paper Source Official code status Implementation status Tags
Mamba2 Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality 2405.21060 Official link not indexed in this radar yet README, config, PyTorch interface, smoke test, release efficient-attention, mamba2, pytorch, reproduction, sequence-modeling

Search Locally

python scripts/build.py
python scripts/refresh_github_metadata.py

The static page at docs/index.html provides a client-side searchable table for all entries.

Add a Paper

Open a pull request that edits data/reproductions.json and then runs python scripts/build.py. Good entries should include:

  • paper title and paper URL;
  • repository URL;
  • category and tags;
  • official code status fields;
  • current implementation status;
  • clear unofficial attribution if the repository is not from the paper authors.

Disclaimer

This project is an independent index of unofficial paper reproduction repositories. Paper names, datasets, model names, official code, and trademarks belong to their respective owners. Always cite the original papers and check the licenses of official assets before reuse.