Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling | Paper Citation Record

Observation 17681963-4592-4dff-bf71-d0fc8d236b48 · inbound

A Survey of Mamba cites this paper.

A Survey of Mamba Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 156

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Observation 36a6edb2-9ea8-40f7-8f2a-0ad9df9c4855 · inbound

Hymba: A Hybrid-head Architecture for Small Language Models cites this paper.

Hymba: A Hybrid-head Architecture for Small Language Models Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 7

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Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation cites this paper.

Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 40

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MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series cites this paper.

MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 59

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Observation f8a2edbf-8793-4fe6-ad50-14da3cafa814 · inbound

Attamba: Attending To Multi-Token States cites this paper.

Attamba: Attending To Multi-Token States Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 16

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Observation 42277c9a-040e-488c-8d97-83411a9df47b · inbound

Marconi: Prefix Caching for the Era of Hybrid LLMs cites this paper.

Marconi: Prefix Caching for the Era of Hybrid LLMs Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 22

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Observation 394572c4-2cf3-4c0e-b9c2-57989059a4f5 · inbound

LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity cites this paper.

LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 43

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Observation 29a83bbc-d42d-4b59-bbcb-c2afd0f2da53 · inbound

Titans: Learning to Memorize at Test Time cites this paper.

Titans: Learning to Memorize at Test Time Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 89

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Observation 7fe7f344-838c-4851-87e7-69d5433c02a2 · inbound

Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions cites this paper.

Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 22

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Observation 339ae241-9a41-4f7a-9c8e-ecafd7c78a05 · inbound

LASP-2: Rethinking Sequence Parallelism for Linear Attention and Its Hybrid cites this paper.

LASP-2: Rethinking Sequence Parallelism for Linear Attention and Its Hybrid Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 21

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Observation 811b5b02-6556-4bf2-8e05-dcec8c75248e · inbound

It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization cites this paper.

It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 70

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Observation a767c654-e658-4110-bf3e-973bc512b0e8 · inbound

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism cites this paper.

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 37

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Observation 4ccb719e-0450-4b45-9104-d97ea4908ed5 · inbound

Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation cites this paper.

Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 25

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Overflow Prevention Enhances Long-Context Recurrent LLMs cites this paper.

Overflow Prevention Enhances Long-Context Recurrent LLMs Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 55

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Observation 4666ba30-0ddc-4635-8118-c16861fce410 · inbound

Balancing Computation Load and Representation Expressivity in Parallel Hybrid Neural Networks cites this paper.

Balancing Computation Load and Representation Expressivity in Parallel Hybrid Neural Networks Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 12

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Observation 18fd7d6d-d3fd-413a-840d-280a2be88e76 · inbound

Long-Context State-Space Video World Models cites this paper.

Long-Context State-Space Video World Models Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 54

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Observation f1eaacc1-e7b1-4749-876b-ef971285a3f2 · inbound

RAD: Redundancy-Aware Distillation for Hybrid Models via Self-Speculative Decoding cites this paper.

RAD: Redundancy-Aware Distillation for Hybrid Models via Self-Speculative Decoding Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 37

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Observation d8217d6e-6a6e-4252-8ef6-aa80903612cd · inbound

ATLAS: Learning to Optimally Memorize the Context at Test Time cites this paper.

ATLAS: Learning to Optimally Memorize the Context at Test Time Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 65

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Observation c20b2571-24fe-4f0a-8c43-4f5d0a729026 · inbound

On-the-Fly Adaptive Distillation of Transformer to Dual-State Linear Attention cites this paper.

On-the-Fly Adaptive Distillation of Transformer to Dual-State Linear Attention Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 49

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Observation ac6178bb-e10d-4ae7-97d6-0ba683e90d2a · inbound

MT-PCR: Hybrid Mamba-Transformer Network with Spatial Serialization for Point Cloud Registration cites this paper.

MT-PCR: Hybrid Mamba-Transformer Network with Spatial Serialization for Point Cloud Registration Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T10:02:14.443662Z

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Observation 2abd9990-72fc-4936-8a72-533e2a802a8a · inbound

MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention cites this paper.

MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T09:28:16.474483Z

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Observation 30f7755b-eb4d-44ce-b16b-f869de9c78ce · inbound

Routing Mamba: Scaling State Space Models with Mixture-of-Experts Projection cites this paper.

Routing Mamba: Scaling State Space Models with Mixture-of-Experts Projection Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:28:48.482116Z

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Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance cites this paper.

Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 90

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SCOUT: Toward Sub-Quadratic Attention via Segment Compression for Optimized Utility in Transformers cites this paper.

SCOUT: Toward Sub-Quadratic Attention via Segment Compression for Optimized Utility in Transformers Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 12

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Observation 59b2d2e6-6d40-44a0-bb88-56b75c49521f · inbound

Short window attention enables long-term memorization cites this paper.

Short window attention enables long-term memorization Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 28

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Observation 3d82ea6a-2bd8-4d09-aba2-9aff02c3759c · inbound

Hybrid Architectures for Language Models: Systematic Analysis and Design Insights cites this paper.

Hybrid Architectures for Language Models: Systematic Analysis and Design Insights Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T10:21:14.949986Z

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Observation ceb7e545-61e8-47da-8e6e-7e2d06eedcce · inbound

Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism cites this paper.

Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T03:05:48.092446Z

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Observation f4a09944-e6fe-4bfd-bce0-5b698df06ae4 · inbound

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers cites this paper.

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T15:22:52.134717Z

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Observation bcfd5f64-3f71-4475-a5bd-7434c8da849e · inbound

Hidden State Poisoning Attacks against Mamba-based Language Models cites this paper.

Hidden State Poisoning Attacks against Mamba-based Language Models Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T18:18:14.475365Z

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Observation 068276b2-d6b2-49bf-a359-2c27da520928 · inbound

Distill-then-Replace: Efficient Task-Specific Hybrid Attention Model Construction cites this paper.

Distill-then-Replace: Efficient Task-Specific Hybrid Attention Model Construction Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 31

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Observation 6dbd1192-92f5-4530-b7c5-08b399574af6 · inbound

Beyond Test-Time Memory: State-Space Optimal Control for LLM Reasoning cites this paper.

Beyond Test-Time Memory: State-Space Optimal Control for LLM Reasoning Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-15T12:09:16.468055Z

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Observation 11731cad-d2aa-4f44-8e1f-a6880fe5e650 · inbound

M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling cites this paper.

M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T11:39:59.339821Z

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Observation e45ccd89-b03e-47a8-9cc2-e54d2c3f802f · inbound

Long-Context Aware Upcycling: A New Frontier for Hybrid LLM Scaling cites this paper.

Long-Context Aware Upcycling: A New Frontier for Hybrid LLM Scaling Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T22:01:10.720774Z

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Observation 9ae97bb7-b02c-4545-ad22-ed8b8a129707 · inbound

Component-Aware Self-Speculative Decoding in Hybrid Language Models cites this paper.

Component-Aware Self-Speculative Decoding in Hybrid Language Models Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:06:40.946554Z

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Observation 71327d78-1428-4729-b0f5-f7493bc37bf5 · inbound

The Impossibility Triangle of Long-Context Modeling cites this paper.

The Impossibility Triangle of Long-Context Modeling Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:41:09.072467Z

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Observation 09edc562-4ba9-4796-a270-54d3ebb7c649 · inbound

MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation cites this paper.

MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T21:22:59.567064Z

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Observation 35b34a0c-169c-415d-8c52-580e3a26d259 · inbound

MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation cites this paper.

MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 25

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Observation 9ec99304-fc7f-4025-a5dd-1a077410036b · inbound

Asymmetric Virtual Memory Paging for Hybrid Mamba-Transformer Inference cites this paper.

Asymmetric Virtual Memory Paging for Hybrid Mamba-Transformer Inference Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:31:14.100895Z

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Observation 8eb0d2e4-f60c-4fe6-8328-569c0b3252e8 · inbound

Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference cites this paper.

Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T21:43:59.457638Z

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Observation 9df3f211-9ea8-413f-8347-5e25abf8bb60 · inbound

Forget Attention: Importance-Aware Attention Is All You Need cites this paper.

Forget Attention: Importance-Aware Attention Is All You Need Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:06:21.033562Z

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Observation a6f6a993-83db-4a96-856b-1a590f2c6a01 · inbound

MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency cites this paper.

MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-06-28T11:42:04.462429Z

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Observation 53a622e8-4c2e-47b6-a7da-8f0aa70ae4fe · inbound

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers cites this paper.

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 140

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:32:46.560099Z

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Observation a5e93a9a-aeec-4e12-9672-d680264f5d24 · inbound

LongSpike: Fractional Order Spiking State Space Models for Efficient Long Sequence Learning cites this paper.

LongSpike: Fractional Order Spiking State Space Models for Efficient Long Sequence Learning Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:48:21.584469Z

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Observation d36df938-0950-4de7-98d9-8f949b62f877 · inbound

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents cites this paper.

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 101

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T01:36:44.263469Z

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Observation e01df2bf-4ef3-4144-a0f8-ff5e4bf189c8 · inbound

DSSMs: State Space Models with Explicit Memory via Delay Differential Equations cites this paper.

DSSMs: State Space Models with Explicit Memory via Delay Differential Equations Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 9

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Observation 6d681382-de16-4ec7-a3f0-87ee610c44c6 · inbound

CS-ETS: Chaos-Inspired Samba-Based EMG-To-Speech Synthesis with Nonlinear Chaotic Losses cites this paper.

CS-ETS: Chaos-Inspired Samba-Based EMG-To-Speech Synthesis with Nonlinear Chaotic Losses Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T14:51:45.680611Z

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Observation 130db0ba-753b-4621-8371-0c81a93b997d · inbound

Scale Weight Decay and Train Better cites this paper.

Scale Weight Decay and Train Better Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-30T12:53:41.105706Z

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Observation 18b80eac-9684-4ca0-9f12-32c618fa7063 · inbound

Raven: High-Recall Sequence Modeling with Sparse Memory Routing cites this paper.

Raven: High-Recall Sequence Modeling with Sparse Memory Routing Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 28

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Observation af723225-1693-46d8-b55d-f393e7f2feb6 · inbound

Memory for Large Language Models cites this paper.

Memory for Large Language Models Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 18

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Observation be21c896-e9cf-48b7-b0fa-3d3235a1e5e0 · inbound

Maglev: Sliding Recurrent Memory cites this paper.

Maglev: Sliding Recurrent Memory Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T15:01:30.690224Z

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