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 30 of 44

1451. NeurIPS 2025UnCLe: Towards Scalable Dynamic Causal Discovery in Non-linear Temporal Systems
1452. NeurIPS 2025Unified Transferability Metrics for Time Series Foundation Models
1453. NeurIPS 2025Unifying Reconstruction and Density Estimation via Invertible Contraction Mapping in One-Class Classification
1454. NeurIPS 2025Universal Sequence Preconditioning
1455. NeurIPS 2025Unlocking hidden biomolecular conformational landscapes in diffusion models at inference time
1456. NeurIPS 2025WaLRUS: Wavelets for Long range Representation Using State Space Methods
1457. NeurIPS 2025Wavelet Canonical Coherence for Nonstationary Signals
1458. NeurIPS 2025xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories
1459. NeurIPS 2025YOLOv12: Attention-Centric Real-Time Object Detectors
1460. NeurIPS 2025zip2zip: Inference-Time Adaptive Tokenization via Online Compression
1461. CVPR 20244D Gaussian Splatting for Real-Time Dynamic Scene Rendering
1462. CVPR 20244K4D: Real-Time 4D View Synthesis at 4K Resolution
1463. CVPR 2024Accelerating Diffusion Sampling with Optimized Time Steps
1464. CVPR 2024Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images
1465. CVPR 2024AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
1466. CVPR 2024Backdoor Defense via Test-Time Detecting and Repairing
1467. CVPR 2024Backpropagation-free Network for 3D Test-time Adaptation
1468. CVPR 2024Benchmarking Implicit Neural Representation and Geometric Rendering in Real-Time RGB-D SLAM
1469. CVPR 2024DETRs Beat YOLOs on Real-time Object Detection
1470. CVPR 2024DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction
1471. CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
1472. CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
1473. CVPR 2024Error Detection in Egocentric Procedural Task Videos
1474. CVPR 2024EventPS: Real-Time Photometric Stereo Using an Event Camera
1475. CVPR 2024Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particle
1476. CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
1477. CVPR 2024GLACE: Global Local Accelerated Coordinate Encoding
1478. CVPR 2024HDRFlow: Real-Time HDR Video Reconstruction with Large Motions
1479. CVPR 2024HMD-Poser: On-Device Real-time Human Motion Tracking from Scalable Sparse Observations
1480. CVPR 2024Holoported Characters: Real-time Free-viewpoint Rendering of Humans from Sparse RGB Cameras
1481. CVPR 2024Human Gaussian Splatting: Real-time Rendering of Animatable Avatars
1482. CVPR 2024Hybrid Proposal Refiner: Revisiting DETR Series from the Faster R-CNN Perspective
1483. CVPR 2024Hyperbolic Anomaly Detection
1484. CVPR 2024Improved Self-Training for Test-Time Adaptation
1485. CVPR 2024LaneCPP: Continuous 3D Lane Detection using Physical Priors
1486. CVPR 2024LiDAR4D: Dynamic Neural Fields for Novel Space-time View LiDAR Synthesis
1487. CVPR 2024Long-Tailed Anomaly Detection with Learnable Class Names
1488. CVPR 2024Looking 3D: Anomaly Detection with 2D-3D Alignment
1489. CVPR 2024MedBN: Robust Test-Time Adaptation against Malicious Test Samples
1490. CVPR 2024Mirasol3B: A Multimodal Autoregressive Model for Time-Aligned and Contextual Modalities
1491. CVPR 2024Model Adaptation for Time Constrained Embodied Control
1492. CVPR 2024MonoCD: Monocular 3D Object Detection with Complementary Depths
1493. CVPR 2024MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
1494. CVPR 2024Multi-modal Learning for Geospatial Vegetation Forecasting
1495. CVPR 2024Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
1496. CVPR 2024NC-TTT: A Noise Constrastive Approach for Test-Time Training
1497. CVPR 2024Neural Super-Resolution for Real-time Rendering with Radiance Demodulation
1498. CVPR 2024No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
1499. CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
1500. CVPR 2024Plug and Play Active Learning for Object 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.