Research

We believe new architectures are necessary for the next generation of AI.

2025

Llamba: Scaling Distilled Recurrent Models for Efficient Language Processing

Aviv Bick, Tobias Katsch, Nimit Sohoni, Arjun Desai, Albert Gu

Llamba: Scaling Distilled Recurrent Models for Efficient Language Processing

Aviv Bick, Tobias Katsch, Nimit Sohoni, Arjun Desai, Albert Gu

Llamba: Scaling Distilled Recurrent Models for Efficient Language Processing

Aviv Bick, Tobias Katsch, Nimit Sohoni, Arjun Desai, Albert Gu

2024

Based: Simple Linear Attention Language Models Balance the Recall-Throughput Tradeoff

Simran Arora, Sabri Eyuboglu, Michael Zhang, Aman Timalsina, Silas Alberti, Dylan Zinsley, James Zou, Atri Rudra, Christopher Ré

Based: Simple Linear Attention Language Models Balance the Recall-Throughput Tradeoff

Simran Arora, Sabri Eyuboglu, Michael Zhang, Aman Timalsina, Silas Alberti, Dylan Zinsley, James Zou, Atri Rudra, Christopher Ré

Based: Simple Linear Attention Language Models Balance the Recall-Throughput Tradeoff

Simran Arora, Sabri Eyuboglu, Michael Zhang, Aman Timalsina, Silas Alberti, Dylan Zinsley, James Zou, Atri Rudra, Christopher Ré

Zoology: Measuring and Improving Recall in Efficient Language Models

Simran Arora, Sabri Eyuboglu, Aman Timalsina, Isys Johnson, Michael Poli, James Zou, Atri Rudra, Christopher Ré

Zoology: Measuring and Improving Recall in Efficient Language Models

Simran Arora, Sabri Eyuboglu, Aman Timalsina, Isys Johnson, Michael Poli, James Zou, Atri Rudra, Christopher Ré

Zoology: Measuring and Improving Recall in Efficient Language Models

Simran Arora, Sabri Eyuboglu, Aman Timalsina, Isys Johnson, Michael Poli, James Zou, Atri Rudra, Christopher Ré

Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Albert Gu*, Tri Dao*

Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Albert Gu*, Tri Dao*

Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Albert Gu*, Tri Dao*

2023

Mamba-3B-SlimPJ: State-space models rivaling the best Transformer architecture

Albert Gu*, Tri Dao*

Mamba-3B-SlimPJ: State-space models rivaling the best Transformer architecture

Albert Gu*, Tri Dao*

Mamba-3B-SlimPJ: State-space models rivaling the best Transformer architecture

Albert Gu*, Tri Dao*

Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Albert Gu*, Tri Dao*

Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Albert Gu*, Tri Dao*

Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Albert Gu*, Tri Dao*

2022

How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections

Albert Gu, Isys Johnson, Aman Timalsina, Atri Rudra, Christopher Ré

How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections

Albert Gu, Isys Johnson, Aman Timalsina, Atri Rudra, Christopher Ré

How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections

Albert Gu, Isys Johnson, Aman Timalsina, Atri Rudra, Christopher Ré

S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces

Eric Nguyen, Karan Goel, Albert Gu, Gordon W. Downs, Preey Shah, Tri Dao, Stephen A. Baccus, Christopher Ré

S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces

Eric Nguyen, Karan Goel, Albert Gu, Gordon W. Downs, Preey Shah, Tri Dao, Stephen A. Baccus, Christopher Ré

S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces

Eric Nguyen, Karan Goel, Albert Gu, Gordon W. Downs, Preey Shah, Tri Dao, Stephen A. Baccus, Christopher Ré

It's Raw! Audio Generation with State-Space Models

Karan Goel, Albert Gu, Chris Donahue, Christopher Ré

It's Raw! Audio Generation with State-Space Models

Karan Goel, Albert Gu, Chris Donahue, Christopher Ré

It's Raw! Audio Generation with State-Space Models

Karan Goel, Albert Gu, Chris Donahue, Christopher Ré

Efficiently Modeling Long Sequences with Structured State Spaces

Albert Gu, Karan Goel, Christopher Ré

Efficiently Modeling Long Sequences with Structured State Spaces

Albert Gu, Karan Goel, Christopher Ré

Efficiently Modeling Long Sequences with Structured State Spaces

Albert Gu, Karan Goel, Christopher Ré

Domino: Discovering Systematic Errors with Cross-Modal Embeddings

Sabri Eyuboglu, Maya Varma, Khaled Saab, Jean-Benoit Delbrouck, Christopher Lee-Messer, Jared Dunnmon, James Zou, Christopher Ré

Domino: Discovering Systematic Errors with Cross-Modal Embeddings

Sabri Eyuboglu, Maya Varma, Khaled Saab, Jean-Benoit Delbrouck, Christopher Lee-Messer, Jared Dunnmon, James Zou, Christopher Ré

Domino: Discovering Systematic Errors with Cross-Modal Embeddings

Sabri Eyuboglu, Maya Varma, Khaled Saab, Jean-Benoit Delbrouck, Christopher Lee-Messer, Jared Dunnmon, James Zou, Christopher Ré

2021

Model Patching: Closing the Subgroup Performance Gap with Data Augmentation

Karan Goel, Albert Gu, Yixuan Li, Christopher Ré

Model Patching: Closing the Subgroup Performance Gap with Data Augmentation

Karan Goel, Albert Gu, Yixuan Li, Christopher Ré

Model Patching: Closing the Subgroup Performance Gap with Data Augmentation

Karan Goel, Albert Gu, Yixuan Li, Christopher Ré

2020

HiPPO: Recurrent Memory with Optimal Polynomial Projections

Albert Gu, Tri Dao, Stefano Ermon, Atri Rudra, Christopher Ré

HiPPO: Recurrent Memory with Optimal Polynomial Projections

Albert Gu, Tri Dao, Stefano Ermon, Atri Rudra, Christopher Ré

HiPPO: Recurrent Memory with Optimal Polynomial Projections

Albert Gu, Tri Dao, Stefano Ermon, Atri Rudra, Christopher Ré

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Real-time, multimodal intelligence for every device.

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Legal