2023 · Architecture
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Mamba investigates selective state-space models as an alternative approach to sequence modeling with efficient scaling.
Paper & contextAlbert Gu
Modeling long sequences with structured state spaces.
Gu studies efficient models for long sequences. This selection centers on structured state spaces and Mamba, then follows research on memory, recurrence, and alternatives to conventional attention-based sequence processing.
Selected work
10 papers
2021 · Efficient AI
Efficiently Modeling Long Sequences with Structured State Spaces
S4 makes structured state-space models efficient enough to learn from long sequences.
Paper & context2026 · Efficient AI
Raven: High-Recall Sequence Modeling with Sparse Memory Routing
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Efficient AI
Mamba-3: Improved Sequence Modeling using State Space Principles
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Efficient AI
Retrieval-Aware Distillation for Transformer-SSM Hybrids
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Efficient AI
dnaHNet: A Scalable and Hierarchical Foundation Model for Genomic Sequence Learning
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Efficient AI
ARC-AGI Without Pretraining
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Efficient AI
Joint Distillation for Fast Likelihood Evaluation and Sampling in Flow-based Models
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Efficient AI
Chimera: State Space Models Beyond Sequences
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Efficient AI
Autoregressive Universal Video Segmentation Model
Selected research in efficient ai. Read the full paper, including the methods, experiments, and reported results.
Paper & contextAn independent editorial profile. Inclusion does not imply Council membership or endorsement. Research is collaborative; coauthorship does not imply sole credit.
Selection & sources