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

294 papers, page 1 of 6

1. CVPR 2026A Provable Energy-Guided Test-Time Defense Boosting Adversarial Robustness of Large
2. CVPR 2026A Semantically Disentangled Unified Model for Multi-category 3D Anomaly Detection
3. CVPR 2026A Stitch in Time Learning Procedural Workflow via Self-Supervised Plackett-Luce
4. CVPR 2026Activation Matters Test-time Activated Negative Labels for OOD Detection with
5. CVPR 2026AcTTA Rethinking Test-Time Adaptation via Dynamic Activation
6. CVPR 2026Adaptive Action Chunking at Inference-time for Vision-Language-Action Models
7. CVPR 2026AKCMamba-YOLO Selective State Space Models For Real-Time Object Detection
8. CVPR 2026Back to Source Open-Set Continual Test-Time Adaptation via Domain Compensation
9. CVPR 2026Changes in Real Time Online Scene Change Detection with Multi-View
10. CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis
11. CVPR 2026Controllable Federated Prompt Learning at Test Time
12. CVPR 2026Coupling Liquid Time-Constant Encoders with Modern Hopfield Memory
13. CVPR 2026Dance Across Shifts Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style
14. CVPR 2026Decoupling Stability and Plasticity for Multi-Modal Test-Time Adaptation
15. CVPR 2026Deep Feature Deformation Weights
16. CVPR 2026Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection
17. CVPR 2026Dense Metric Depth Completion from Sparse Direct Time-of-Flight Sensors
18. CVPR 2026DLVP-CLIP Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual
19. CVPR 2026DreamStereo Towards Real-Time Stereo Inpainting for HD Videos
20. CVPR 2026Dual Band Thermal Videography Separating Time-Varying Reflection and Emission Near
21. CVPR 2026Efficiently Reconstructing Dynamic Scenes One D4RT at a Time
22. CVPR 2026EMMA Extracting Multiple physical parameters from Multimodal Data
23. CVPR 2026Enhancing Out-of-Distribution Detection with Extended Logit Normalization
24. CVPR 2026Envisioning the Future One Step at a Time
25. CVPR 2026EV-CGNet Co-visible Focused 3D-guided 2D Event Keypoint Detection Network
26. CVPR 2026Evolving Contextual Safety in Multi-Modal Large Language Models via Inference-Time
27. CVPR 2026Fast-FoundationStereo Real-Time Zero-Shot Stereo Matching
28. CVPR 2026FastRef Fast Prototype Refinement for Few-shot Industrial Anomaly Detection
29. CVPR 2026Fine-VAD Towards Fine-Grained Video Anomaly Detection via Progressive Cross-Granularity Learning
30. CVPR 2026FlashDecoder Real-Time Latent-to-Pixel Streaming Decoder with Transformers
31. CVPR 2026From Contrast to Consistency Rethinking Event-based Continuous-Time Optical Flow Estimation
32. CVPR 2026Fuel Gauge Estimating Chain-of-Thought Length Ahead of Time in Large
33. CVPR 2026Functional Mean Flow in Hilbert Space
34. CVPR 2026GHPT Real-Time Relightable Gaussian Splatting using Hybrid Path Tracing
35. CVPR 2026Global Underwater Geolocation from Time-Lapse Polarization Imagery
36. CVPR 2026GPFlow Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection
37. CVPR 2026Heterogeneous Decentralized Diffusion Models
38. CVPR 2026InsCal Calibrated Multi-Source Fully Test-Time Prompt Tuning for Object Detection
39. CVPR 2026InvAD Inversion-based Reconstruction-Free Anomaly Detection with Diffusion Models
40. CVPR 2026Just-in-Time Training-Free Spatial Acceleration for Diffusion Transformers
41. CVPR 2026KV-Tracker Real-Time Pose Tracking with Transformers
42. CVPR 2026LagerNVS Latent Geometry for Fully Neural Real-time Novel View Synthesis
43. CVPR 2026Learning 3D Reconstruction with Priors in Test Time
44. CVPR 2026Low-Rank Test-Time Training for Pre-Trained Point Cloud Models
45. CVPR 2026MoDES Accelerating Mixture-of-Experts Multimodal Large Language Models via Dynamic Expert
46. CVPR 2026MonoSAOD Monocular 3D Object Detection with Sparsely Annotated Label
47. CVPR 2026Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration
48. CVPR 2026Neural Collapse in Test-Time Adaptation
49. CVPR 2026Node-RF Learning Generalized Continuous Space-Time Scene Dynamics with Neural ODE-based
50. CVPR 2026Omni-AD A Large-scale and Versatile Benchmark for Industrial Anomaly Detection

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.