Time Series papers, 2023–2026

Key findings

• Time Series went from 272 papers in 2023 to 876 in 2026, roughly 3.2x in three years.
• NeurIPS publishes the most Time Series work: 757 papers from 2023 to 2026, 35% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 6 in 2023 to 85 in 2026.
• Among the 5 topics under Graph and Structured Data, it ranks #1 by 2026 paper count; the fastest grower in the group, Molecular Modeling, is up 2.7x versus 3.2x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Batched Hartigan's $k$-Means Clustering
• ICML 2026A Control-Theoretic View of Mamba on Stability and Robustness
• ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
• CVPR 2026Activation Matters Test-time Activated Negative Labels for OOD Detection with
• NeurIPS 2025Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
• ICML 2025$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
• ICLR 2025A deep inverse-mapping model for a flapping robotic wing
• CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
• NeurIPS 2024A Continuous-time Stochastic Gradient Descent Method for Continuous Data
• ICML 2024$S^2$IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting
• ICLR 2024ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning
• CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
• NeurIPS 2023A Sublinear-Time Spectral Clustering Oracle with Improved Preprocessing Time
• ICML 2023Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over Time
• ICLR 2023A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
• CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
• NeurIPS 2026A Locally Tokenized Generative Model for Robust Time-Series Watermarking
• ICML 2026ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
• ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
• CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis

All Time Series papers

2,156 papers, page 2 of 44

51. CVPR 2026One-Shot Flow Any-Time Frame A Bidirectional Warping Framework for Event-Based
52. CVPR 2026PDD Manifold-Prior Diverse Distillation for Medical Anomaly Detection
53. CVPR 2026PortraitDirector A Hierarchical Disentanglement Framework for Controllable and Real-time Facial
54. CVPR 2026Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models
55. CVPR 2026RC-NF Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic
56. CVPR 2026Real-Time Dynamic Scene Rendering with Controlled Compressibility and Contact Awareness
57. CVPR 2026Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization
58. CVPR 2026Real-Time Multimodal Fingertip Contact Detection via Depth and Motion Fusion
59. CVPR 2026Real-Time Neural Video Compression with Unified Intra and Inter Coding
60. CVPR 2026RetimeGS Continuous-Time Reconstruction of 4D Gaussian Splatting
61. CVPR 2026Revisiting 3D Reconstruction Kernels as Low-Pass Filters
62. CVPR 2026SAMosaic3D Modular Scene Assembly for Real-Time 3D Segment Anything
63. CVPR 2026Scal3R Scalable Test-Time Training for Large-Scale 3D Reconstruction
64. CVPR 2026SoC Semantic Orthogonal Calibration for Test-Time Prompt Tuning
65. CVPR 2026Space-Time Forecasting of Dynamic Scenes with Motion-aware Gaussian Grouping
66. CVPR 2026SpaceTimePilot Generative Rendering of Dynamic Scenes Across Space and Time
67. CVPR 2026SPEGC Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical
68. CVPR 2026STAR Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language
69. CVPR 2026StreamRAG Enhancing Real-Time Video Understanding with Retrieval Augmentation
70. CVPR 2026Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos
71. CVPR 2026TALON Test-time Adaptive Learning for On-the-Fly Category Discovery
72. CVPR 2026Test-Time 3D Occupancy Prediction
73. CVPR 2026Test-Time Attention Purification for Backdoored Large Vision Language Models
74. CVPR 2026Test-Time Instance-Specific Parameter Composition A New Paradigm for Adaptive Generative
75. CVPR 2026Test-Time Perturbation Tuning with Delayed Feedback for Vision-Language-Action Models
76. CVPR 2026Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric
77. CVPR 2026The Golden Subspace Where Efficiency Meets Generalization in Continual Test-Time
78. CVPR 2026TIGER A Unified Framework for Time Images and Geo-location Retrieval
79. CVPR 2026Time Without Time Pseudo-Temporal Representation for Space-Time Super-Resolution
80. CVPR 2026Towards an Incremental Unified Multimodal Anomaly Detection Augmenting Multimodal Denoising
81. CVPR 2026Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with
82. CVPR 2026Tracking by Predicting 3-D Gaussians Over Time
83. CVPR 2026TTL Test-time Textual Learning for OOD Detection with Pretrained Vision-Language
84. CVPR 2026TTP Test-Time Padding for Adversarial Detection and Robust Adaptation on
85. CVPR 2026tttLRM Test-Time Training for Long Context and Autoregressive 3D Reconstruction
86. CVPR 2026UniMMAD Unified Multi-Modal and Multi-Class Anomaly Detection via MoE-Driven Feature
87. CVPR 2026VGG-T3 Offline Feed-Forward 3D Reconstruction at Scale
88. CVPR 2026ViT3 Unlocking Test-Time Training in Vision
89. CVPR 2026Wavelet-Driven 3D Anomaly Detection under Pose-Agnostic and Sparse-View
90. CVPR 2026Weakly Supervised Video Anomaly Detection with Anomaly-Connected Components and Intention
91. CVPR 2026YOLO-Master MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection
92. CVPR 2026YOLO-ULM Ultra-Lightweight Models for Real-Time Object Detection
93. CVPR 2026ZipMap Linear-Time Stateful 3D Reconstruction via Test-Time Training
94. ICLR 2026$\ell_1$ Latent Distance based Continuous-time Graph Representation
95. ICLR 2026A foundation model with multi-variate parallel attention to generate neuronal activity
96. ICLR 2026A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting
97. ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
98. ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
99. ICLR 2026A Study of Posterior Stability in Time-Series Latent Diffusion
100. ICLR 2026A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling

FAQ

How many Time Series papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

2,157 in total: 272 in 2023, 424 in 2024, 585 in 2025, 876 in 2026.

How many Time Series papers are at NeurIPS 2026?

NeurIPS 2026 has 298 Time Series papers, versus 221 the year before.

How many Time Series papers are at ICLR 2026?

ICLR 2026 has 220 Time Series papers, versus 131 the year before.

How many Time Series papers are at ICML 2026?

ICML 2026 has 264 Time Series papers, versus 159 the year before.

How many Time Series papers are at CVPR 2026?

CVPR 2026 has 94 Time Series papers, versus 74 the year before.

Which conference publishes the most Time Series papers?

NeurIPS, with 757 papers from 2023 to 2026.