State-space sequence models (S4, Mamba)

10 directions · 1,530 papers · 5 this week

Busiest this week

Most new since Mon 5 Oct

Time series forecasting with SSMs

88 papers2 this weekMedium confidence in this grouping: mostly one topic, with blurry edges · About

7 OctHAN-Mamba: Hierarchical Selective State Space Networks for Multi-Scale Financial Volatility Forecasting
7 OctGeoPrior-Mamba: Structured Process Priors with Mamba for Fine-Resolution XCO2 Reconstruction

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Largest first · week from Mon 5 Oct

Directionpapersthis weekConfidence
Core SSM architectures for languagemamba, state, ssms, languageHigh confidence in this grouping: the papers form one clear topic · About2780
Mamba for medical image analysissegmentation, medical, mamba, imageHigh confidence in this grouping: the papers form one clear topic · About2590
Vision Mamba backbonesmamba, vision, visual, stateMedium confidence in this grouping: mostly one topic, with blurry edges · About2121
Point clouds, detection and remote sensingmamba, fusion, point, detectionLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · About2121
Video, motion and generative Mamba modelsmamba, motion, temporal, videoLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · About2090
Speech and audio SSMsspeech, audio, mamba, speech enhancementHigh confidence in this grouping: the papers form one clear topic · About1130
Time series forecasting with SSMstime, series, time series, forecastingMedium confidence in this grouping: mostly one topic, with blurry edges · About882
Mamba for image restorationimage, restoration, image restoration, mambaHigh confidence in this grouping: the papers form one clear topic · About650
Hyperspectral image analysis with Mambahyperspectral, spectral, hsi, classificationHigh confidence in this grouping: the papers form one clear topic · About490
Physiological signal modelingeeg, sleep, ecg, temporalHigh confidence in this grouping: the papers form one clear topic · About450

1 new this week isn’t in a direction yet

7 OctCMP-IRRT*: A Perception-Assisted Height-Adaptive Planner for Quadruped Robots

Weekly activity

Papers per week, 22 Jun – 5 Oct (last week partial)

DirectionConfidencepapers16 wks
Core SSM architectures for languageHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 2; 29 Jun: 3; 6 Jul: 2; 13 Jul: 3; 20 Jul: 3; 27 Jul: 1; 3 Aug: 4; 10 Aug: 0; 17 Aug: 2; 24 Aug: 2; 31 Aug: 1; 7 Sep: 3; 14 Sep: 3; 21 Sep: 6; 28 Sep: 2; 5 Oct: 027837
Point clouds, detection and remote sensingLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · AboutPer week: 22 Jun: 0; 29 Jun: 1; 6 Jul: 1; 13 Jul: 2; 20 Jul: 1; 27 Jul: 3; 3 Aug: 2; 10 Aug: 0; 17 Aug: 1; 24 Aug: 1; 31 Aug: 0; 7 Sep: 0; 14 Sep: 3; 21 Sep: 3; 28 Sep: 0; 5 Oct: 121219
Vision Mamba backbonesMedium confidence in this grouping: mostly one topic, with blurry edges · AboutPer week: 22 Jun: 0; 29 Jun: 1; 6 Jul: 0; 13 Jul: 0; 20 Jul: 1; 27 Jul: 1; 3 Aug: 0; 10 Aug: 0; 17 Aug: 0; 24 Aug: 0; 31 Aug: 0; 7 Sep: 1; 14 Sep: 1; 21 Sep: 3; 28 Sep: 0; 5 Oct: 12129
Speech and audio SSMsHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 0; 29 Jun: 2; 6 Jul: 0; 13 Jul: 1; 20 Jul: 0; 27 Jul: 0; 3 Aug: 0; 10 Aug: 1; 17 Aug: 0; 24 Aug: 0; 31 Aug: 0; 7 Sep: 1; 14 Sep: 2; 21 Sep: 3; 28 Sep: 0; 5 Oct: 011310
Time series forecasting with SSMsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutPer week: 22 Jun: 1; 29 Jun: 1; 6 Jul: 1; 13 Jul: 0; 20 Jul: 3; 27 Jul: 1; 3 Aug: 0; 10 Aug: 0; 17 Aug: 0; 24 Aug: 3; 31 Aug: 0; 7 Sep: 0; 14 Sep: 0; 21 Sep: 1; 28 Sep: 2; 5 Oct: 28815
Mamba for medical image analysisHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 1; 29 Jun: 0; 6 Jul: 2; 13 Jul: 0; 20 Jul: 1; 27 Jul: 1; 3 Aug: 1; 10 Aug: 2; 17 Aug: 3; 24 Aug: 1; 31 Aug: 1; 7 Sep: 3; 14 Sep: 0; 21 Sep: 3; 28 Sep: 0; 5 Oct: 025919
Video, motion and generative Mamba modelsLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · AboutPer week: 22 Jun: 1; 29 Jun: 1; 6 Jul: 1; 13 Jul: 2; 20 Jul: 0; 27 Jul: 1; 3 Aug: 0; 10 Aug: 4; 17 Aug: 0; 24 Aug: 3; 31 Aug: 0; 7 Sep: 1; 14 Sep: 0; 21 Sep: 1; 28 Sep: 2; 5 Oct: 020917
Hyperspectral image analysis with MambaHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 0; 29 Jun: 0; 6 Jul: 0; 13 Jul: 0; 20 Jul: 0; 27 Jul: 1; 3 Aug: 2; 10 Aug: 0; 17 Aug: 0; 24 Aug: 0; 31 Aug: 0; 7 Sep: 0; 14 Sep: 0; 21 Sep: 1; 28 Sep: 1; 5 Oct: 0495
Mamba for image restorationHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 2; 29 Jun: 1; 6 Jul: 1; 13 Jul: 0; 20 Jul: 0; 27 Jul: 1; 3 Aug: 1; 10 Aug: 0; 17 Aug: 0; 24 Aug: 0; 31 Aug: 0; 7 Sep: 0; 14 Sep: 1; 21 Sep: 0; 28 Sep: 0; 5 Oct: 0657
Physiological signal modelingHigh confidence in this grouping: the papers form one clear topic · AboutPer week: 22 Jun: 0; 29 Jun: 1; 6 Jul: 1; 13 Jul: 0; 20 Jul: 0; 27 Jul: 0; 3 Aug: 0; 10 Aug: 0; 17 Aug: 0; 24 Aug: 1; 31 Aug: 0; 7 Sep: 2; 14 Sep: 0; 21 Sep: 0; 28 Sep: 1; 5 Oct: 0456