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

585 papers, page 1 of 12

1. CVPR 2025A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training
2. CVPR 2025A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs
3. CVPR 2025Active Hyperspectral Imaging Using an Event Camera
4. CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
5. CVPR 2025Continuous Space-Time Video Resampling with Invertible Motion Steganography
6. CVPR 2025CRISP: Object Pose and Shape Estimation with Test-Time Adaptation
7. CVPR 2025DashGaussian: Optimizing 3D Gaussian Splatting in 200 Seconds
8. CVPR 2025DFM: Differentiable Feature Matching for Anomaly Detection
9. CVPR 2025DTOS: Dynamic Time Object Sensing with Large Multimodal Model
10. CVPR 2025Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning
11. CVPR 2025Effortless Active Labeling for Long-Term Test-Time Adaptation
12. CVPR 2025Enhancing Testing-Time Robustness for Trusted Multi-View Classification in the Wild
13. CVPR 2025EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events
14. CVPR 2025EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Rendering
15. CVPR 2025Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation
16. CVPR 2025Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
17. CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
18. CVPR 2025HandOS: 3D Hand Reconstruction in One Stage
19. CVPR 2025How to Merge Your Multimodal Models Over Time?
20. CVPR 2025Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment
21. CVPR 2025Jailbreaking the Non-Transferable Barrier via Test-Time Data Disguising
22. CVPR 2025Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning
23. CVPR 2025Leveraging 3D Geometric Priors in 2D Rotation Symmetry Detection
24. CVPR 2025LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos
25. CVPR 2025Maintaining Consistent Inter-Class Topology in Continual Test-Time Adaptation
26. CVPR 2025MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors
27. CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
28. CVPR 2025MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
29. CVPR 2025MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices
30. CVPR 2025Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
31. CVPR 2025Neural Inverse Rendering from Propagating Light
32. CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
33. CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
34. CVPR 2025O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models
35. CVPR 2025Odd-One-Out: Anomaly Detection by Comparing with Neighbors
36. CVPR 2025OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye Cameras
37. CVPR 2025One-Step Event-Driven High-Speed Autofocus
38. CVPR 2025OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary
39. CVPR 2025Open Set Label Shift with Test Time Out-of-Distribution Reference
40. CVPR 2025Opportunistic Single-Photon Time of Flight
41. CVPR 2025OralXrays-9: Towards Hospital-Scale Panoramic X-ray Anomaly Detection via Personalized Multi-Object Query-Aware Mining
42. CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
43. CVPR 2025Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis
44. CVPR 2025PS-EIP: Robust Photometric Stereo Based on Event Interval Profile
45. CVPR 2025PURA: Parameter Update-Recovery Test-Time Adaption for RGB-T Tracking
46. CVPR 2025Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
47. CVPR 2025Quaffure: Real-Time Quasi-Static Neural Hair Simulation
48. CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
49. CVPR 2025Rashomon Sets for Prototypical-Part Networks: Editing Interpretable Models in Real-Time
50. CVPR 2025Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation

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.