We've open sourced Adjoint Sampling!
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
GitHub - facebookresearch/adjoint_sampling: code for "Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching"
code for "Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching" - facebookresearch/adjoint_sampling
github.com
May 14, 2025 at 6:20 PM
We've open sourced Adjoint Sampling!
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
Meta's DACVAE
VAE version of the Descript Audio Codec, which has a continuous latent space. Descript Audio Codec (DAC) is a high fidelity general neural audio codec.
github.com/facebookrese...
VAE version of the Descript Audio Codec, which has a continuous latent space. Descript Audio Codec (DAC) is a high fidelity general neural audio codec.
github.com/facebookrese...
GitHub - facebookresearch/dacvae: DACVAE
DACVAE. Contribute to facebookresearch/dacvae development by creating an account on GitHub.
github.com
December 19, 2025 at 4:09 AM
Meta's DACVAE
VAE version of the Descript Audio Codec, which has a continuous latent space. Descript Audio Codec (DAC) is a high fidelity general neural audio codec.
github.com/facebookrese...
VAE version of the Descript Audio Codec, which has a continuous latent space. Descript Audio Codec (DAC) is a high fidelity general neural audio codec.
github.com/facebookrese...
Proud to share our work on Large Concept Models (LCMs)! This is a new direction in language modeling that moves beyond traditional token-level LLMs.
Paper: ai.meta.com/research/pub...
Code: github.com/facebookrese...
Paper: ai.meta.com/research/pub...
Code: github.com/facebookrese...
GitHub - facebookresearch/large_concept_model: Large Concept Models: Language modeling in a sentence representation space
Large Concept Models: Language modeling in a sentence representation space - facebookresearch/large_concept_model
github.com
December 14, 2024 at 6:59 PM
Proud to share our work on Large Concept Models (LCMs)! This is a new direction in language modeling that moves beyond traditional token-level LLMs.
Paper: ai.meta.com/research/pub...
Code: github.com/facebookrese...
Paper: ai.meta.com/research/pub...
Code: github.com/facebookrese...
Meta just released a human-centric pretrained vision transformers (pose, segmentation, normals, and pointmaps).
github.com/facebookrese...
The repo was only opened 40 minutes ago, looks like it's so early the project page isn't even accessible.
github.com/facebookrese...
The repo was only opened 40 minutes ago, looks like it's so early the project page isn't even accessible.
GitHub - facebookresearch/sapiens2: [ICLR 26] 1K resolution vision transformers pretrained on 1B human images.
[ICLR 26] 1K resolution vision transformers pretrained on 1B human images. - facebookresearch/sapiens2
github.com
April 24, 2026 at 2:46 AM
Meta just released a human-centric pretrained vision transformers (pose, segmentation, normals, and pointmaps).
github.com/facebookrese...
The repo was only opened 40 minutes ago, looks like it's so early the project page isn't even accessible.
github.com/facebookrese...
The repo was only opened 40 minutes ago, looks like it's so early the project page isn't even accessible.
Paper: SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
( arxiv.org/abs/2502.18449 )
Repo: github.com/facebookrese...
( arxiv.org/abs/2502.18449 )
Repo: github.com/facebookrese...
GitHub - facebookresearch/swe-rl: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution - facebookresearch/swe-rl
github.com
February 26, 2025 at 6:40 AM
Paper: SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
( arxiv.org/abs/2502.18449 )
Repo: github.com/facebookrese...
( arxiv.org/abs/2502.18449 )
Repo: github.com/facebookrese...
Meta's Lyapunov
PyTorch original implementation of "Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers"
Repo: github.com/facebookrese...
Paper: arxiv.org/abs/2410.08304
PyTorch original implementation of "Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers"
Repo: github.com/facebookrese...
Paper: arxiv.org/abs/2410.08304
GitHub - facebookresearch/Lyapunov: PyTorch original implementation of "Lyapunov functions a long-standing open problem in mathematics, with symbolic transformers" (NeurIPS 2024).
PyTorch original implementation of "Lyapunov functions a long-standing open problem in mathematics, with symbolic transformers" (NeurIPS 2024). - facebookresearch/Lyapunov
github.com
December 7, 2024 at 6:57 AM
Meta's Lyapunov
PyTorch original implementation of "Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers"
Repo: github.com/facebookrese...
Paper: arxiv.org/abs/2410.08304
PyTorch original implementation of "Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers"
Repo: github.com/facebookrese...
Paper: arxiv.org/abs/2410.08304
digit360
Digit 360 is a modular platform that unlocks new capabilities, and enables future research on the nature of touch.
https://github.com/facebookresearch/digit360
Digit 360 is a modular platform that unlocks new capabilities, and enables future research on the nature of touch.
https://github.com/facebookresearch/digit360
November 15, 2024 at 2:15 AM
digit360
Digit 360 is a modular platform that unlocks new capabilities, and enables future research on the nature of touch.
https://github.com/facebookresearch/digit360
Digit 360 is a modular platform that unlocks new capabilities, and enables future research on the nature of touch.
https://github.com/facebookresearch/digit360
Paper: R.I.P.: Better Models by Survival of the Fittest Prompts ( arxiv.org/abs/2501.18578 )
They used:
- Fairseq2 from FAIR for LLM finetuning ( github.com/facebookrese... )
- vLLM for inference ( github.com/vllm-project... )
They used:
- Fairseq2 from FAIR for LLM finetuning ( github.com/facebookrese... )
- vLLM for inference ( github.com/vllm-project... )
GitHub - facebookresearch/fairseq2: FAIR Sequence Modeling Toolkit 2
FAIR Sequence Modeling Toolkit 2. Contribute to facebookresearch/fairseq2 development by creating an account on GitHub.
github.com
January 31, 2025 at 4:48 AM
Paper: R.I.P.: Better Models by Survival of the Fittest Prompts ( arxiv.org/abs/2501.18578 )
They used:
- Fairseq2 from FAIR for LLM finetuning ( github.com/facebookrese... )
- vLLM for inference ( github.com/vllm-project... )
They used:
- Fairseq2 from FAIR for LLM finetuning ( github.com/facebookrese... )
- vLLM for inference ( github.com/vllm-project... )
Coconut
Training Large Language Model to Reason in a Continuous Latent Space.
https://github.com/facebookresearch/coconut
Training Large Language Model to Reason in a Continuous Latent Space.
https://github.com/facebookresearch/coconut
January 28, 2025 at 12:15 AM
Coconut
Training Large Language Model to Reason in a Continuous Latent Space.
https://github.com/facebookresearch/coconut
Training Large Language Model to Reason in a Continuous Latent Space.
https://github.com/facebookresearch/coconut
cool stuff from Meta AI: github.com/facebookrese...
GitHub - facebookresearch/metamotivo: The first behavioral foundation model to control a virtual physics-based humanoid agent for a wide range of whole-body tasks.
The first behavioral foundation model to control a virtual physics-based humanoid agent for a wide range of whole-body tasks. - facebookresearch/metamotivo
github.com
December 14, 2024 at 12:28 AM
cool stuff from Meta AI: github.com/facebookrese...
Video Tutorial: youtu.be/vsIRTM98qaU
Notebook Example: opengeoai.org/examples/canopy_height
Meta's Canopy Height Model: github.com/facebookresearch/HighResCanopyHeight
#GeoAI #RemoteSensing #CanopyHeight #DeepLearning #Python #OpenSource
Notebook Example: opengeoai.org/examples/canopy_height
Meta's Canopy Height Model: github.com/facebookresearch/HighResCanopyHeight
#GeoAI #RemoteSensing #CanopyHeight #DeepLearning #Python #OpenSource
Canopy Height Estimation with GeoAI and Pretrained Models
YouTube video by Open Geospatial Solutions
youtu.be
February 6, 2026 at 2:49 PM
Video Tutorial: youtu.be/vsIRTM98qaU
Notebook Example: opengeoai.org/examples/canopy_height
Meta's Canopy Height Model: github.com/facebookresearch/HighResCanopyHeight
#GeoAI #RemoteSensing #CanopyHeight #DeepLearning #Python #OpenSource
Notebook Example: opengeoai.org/examples/canopy_height
Meta's Canopy Height Model: github.com/facebookresearch/HighResCanopyHeight
#GeoAI #RemoteSensing #CanopyHeight #DeepLearning #Python #OpenSource
And our package is MIT-licensed and it's on Github!
neuroai/neuralbench-repo at main · facebookresearch/neuroai
Python suite for neuroscience research across all modalities. - facebookresearch/neuroai
github.com
May 6, 2026 at 6:54 PM
And our package is MIT-licensed and it's on Github!
flow_matching
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
https://github.com/facebookresearch/flow_matching
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
https://github.com/facebookresearch/flow_matching
December 18, 2024 at 9:15 PM
flow_matching
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
https://github.com/facebookresearch/flow_matching
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
https://github.com/facebookresearch/flow_matching
Meta releases flow-matching code
github.com/facebookrese...
github.com/facebookrese...
GitHub - facebookresearch/flow_matching: A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples fo...
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities. - fa...
github.com
December 14, 2024 at 3:48 AM
Meta releases flow-matching code
github.com/facebookrese...
github.com/facebookrese...
To confirm the origin of a video, the watermark and hidden message can be revealed to verify the source of the video.
Github: github.com/facebookrese...
Github: github.com/facebookrese...
GitHub - facebookresearch/videoseal: Open and efficient video watermarking
Open and efficient video watermarking. Contribute to facebookresearch/videoseal development by creating an account on GitHub.
github.com
December 14, 2024 at 3:07 PM
To confirm the origin of a video, the watermark and hidden message can be revealed to verify the source of the video.
Github: github.com/facebookrese...
Github: github.com/facebookrese...
📦 facebookresearch / detectron2
⭐ 32,834 (+43)
🗒 Python
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
⭐ 32,834 (+43)
🗒 Python
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
GitHub - facebookresearch/detectron2: Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks. - facebookresearch/detectron2
github.com
September 17, 2025 at 2:02 PM
📦 facebookresearch / detectron2
⭐ 32,834 (+43)
🗒 Python
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
⭐ 32,834 (+43)
🗒 Python
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
In my PhD much of my code was hacky, and I think this set me back quite a bit. At some point I overcorrected towards building complex frameworks for my work, which let me try a lot of things (so long as I stayed within my own framework). This is more or less what you see in NeuralCompression.
GitHub - facebookresearch/NeuralCompression: A collection of tools for neural compression enthusiasts.
A collection of tools for neural compression enthusiasts. - facebookresearch/NeuralCompression
github.com
December 13, 2024 at 3:26 PM
In my PhD much of my code was hacky, and I think this set me back quite a bit. At some point I overcorrected towards building complex frameworks for my work, which let me try a lot of things (so long as I stayed within my own framework). This is more or less what you see in NeuralCompression.
It appears that modern deep learning optimizers Schedule Free, an alternative to momentum update that involves iterates averaging and SOAP, a Shampoo-style 2nd order preconditioned AdamW, combine well together:
github.com/facebookrese...
github.com/nikhilvyas/S...
x.com/_clashluke/s...
github.com/facebookrese...
github.com/nikhilvyas/S...
x.com/_clashluke/s...
GitHub - facebookresearch/schedule_free: Schedule-Free Optimization in PyTorch
Schedule-Free Optimization in PyTorch. Contribute to facebookresearch/schedule_free development by creating an account on GitHub.
github.com
November 8, 2024 at 11:01 AM
It appears that modern deep learning optimizers Schedule Free, an alternative to momentum update that involves iterates averaging and SOAP, a Shampoo-style 2nd order preconditioned AdamW, combine well together:
github.com/facebookrese...
github.com/nikhilvyas/S...
x.com/_clashluke/s...
github.com/facebookrese...
github.com/nikhilvyas/S...
x.com/_clashluke/s...
Keep tabs on LCMs - they're showing exceptional promise for translation. The key is that the sentences (not words) are the unit-of-measure, the encoder is (say) "English to vector space", and the decoder is "vector space to Mandarin".
github.com/facebookrese...
github.com/facebookrese...
GitHub - facebookresearch/large_concept_model: Large Concept Models: Language modeling in a sentence representation space
Large Concept Models: Language modeling in a sentence representation space - facebookresearch/large_concept_model
github.com
February 20, 2026 at 10:15 PM
Keep tabs on LCMs - they're showing exceptional promise for translation. The key is that the sentences (not words) are the unit-of-measure, the encoder is (say) "English to vector space", and the decoder is "vector space to Mandarin".
github.com/facebookrese...
github.com/facebookrese...
MAE actually produces great embeddings for everything… in case you don’t mind the masking: github.com/facebookrese...
GitHub - facebookresearch/mae: PyTorch implementation of MAE https//arxiv.org/abs/2111.06377
PyTorch implementation of MAE https//arxiv.org/abs/2111.06377 - facebookresearch/mae
github.com
February 27, 2025 at 5:27 PM
MAE actually produces great embeddings for everything… in case you don’t mind the masking: github.com/facebookrese...
Så blev Yann endelig glad. Ikke alt det token-fis. Vi vil have reasoning i embedding space! ✊🔥 Og al træningskoden er endda frit tilgængelig på GitHub 👇 Hvad tænker du om den her tilgang? 🤔👇 github.com/facebookrese... #dkai
GitHub - facebookresearch/large_concept_model: Large Concept Models: Language modeling in a sentence representation space
Large Concept Models: Language modeling in a sentence representation space - facebookresearch/large_concept_model
github.com
December 23, 2024 at 7:39 PM
Så blev Yann endelig glad. Ikke alt det token-fis. Vi vil have reasoning i embedding space! ✊🔥 Og al træningskoden er endda frit tilgængelig på GitHub 👇 Hvad tænker du om den her tilgang? 🤔👇 github.com/facebookrese... #dkai
7/ BLT has direct access to bytes but at its core still has a Transformer that operates over patches - the best of both worlds. But it’s just the beginning! We are releasing the training and inference code at github.com/facebookrese...
GitHub - facebookresearch/blt: Code for BLT research paper
Code for BLT research paper. Contribute to facebookresearch/blt development by creating an account on GitHub.
github.com
December 13, 2024 at 4:53 PM
7/ BLT has direct access to bytes but at its core still has a Transformer that operates over patches - the best of both worlds. But it’s just the beginning! We are releasing the training and inference code at github.com/facebookrese...
There are efforts to remove this limitations, but so far tokenizers rule supreme.
See e.g. the "Byte Latent Transformer" -> github.com/facebookrese...
See e.g. the "Byte Latent Transformer" -> github.com/facebookrese...
GitHub - facebookresearch/blt: Code for BLT research paper
Code for BLT research paper. Contribute to facebookresearch/blt development by creating an account on GitHub.
github.com
August 8, 2025 at 5:19 PM
There are efforts to remove this limitations, but so far tokenizers rule supreme.
See e.g. the "Byte Latent Transformer" -> github.com/facebookrese...
See e.g. the "Byte Latent Transformer" -> github.com/facebookrese...
OrienterNet
Visual Localization in 2D Public Maps
with Neural Matching #osint #geolocalization
https://github.com/facebookresearch/OrienterNet
Visual Localization in 2D Public Maps
with Neural Matching #osint #geolocalization
https://github.com/facebookresearch/OrienterNet
July 3, 2023 at 9:09 AM
OrienterNet
Visual Localization in 2D Public Maps
with Neural Matching #osint #geolocalization
https://github.com/facebookresearch/OrienterNet
Visual Localization in 2D Public Maps
with Neural Matching #osint #geolocalization
https://github.com/facebookresearch/OrienterNet