Time Series papers, 2023–2026
Forecasting and anomaly detection
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 2,157 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 91 | 60 | 62 | 59 | 272 |
| 2024 | 147 | 95 | 114 | 68 | 424 |
| 2025 | 221 | 131 | 159 | 74 | 585 |
| 2026 | 298 | 220 | 264 | 94 | 876 |
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 5 of 6
- CVPR 2024Multi-modal Learning for Geospatial Vegetation Forecasting
- CVPR 2024Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
- CVPR 2024NC-TTT: A Noise Constrastive Approach for Test-Time Training
- CVPR 2024Neural Super-Resolution for Real-time Rendering with Radiance Demodulation
- CVPR 2024No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
- CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
- CVPR 2024Plug and Play Active Learning for Object Detection
- CVPR 2024ProxyCap: Real-time Monocular Full-body Capture in World Space via Human-Centric Proxy-to-Motion Learning
- CVPR 2024RAM-Avatar: Real-time Photo-Realistic Avatar from Monocular Videos with Full-body Control
- CVPR 2024Real-time Acquisition and Reconstruction of Dynamic Volumes with Neural Structured Illumination
- CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
- CVPR 2024Real-Time Neural BRDF with Spherically Distributed Primitives
- CVPR 2024Real-Time Simulated Avatar from Head-Mounted Sensors
- CVPR 2024RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection
- CVPR 2024Resolution Limit of Single-Photon LiDAR
- CVPR 2024Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM
- CVPR 2024RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation
- CVPR 2024Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement
- CVPR 2024Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesis
- CVPR 2024SplattingAvatar: Realistic Real-Time Human Avatars with Mesh-Embedded Gaussian Splatting
- CVPR 2024Supervised Anomaly Detection for Complex Industrial Images
- CVPR 2024T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory
- CVPR 2024Tackling the Singularities at the Endpoints of Time Intervals in Diffusion Models
- CVPR 2024TE-TAD: Towards Full End-to-End Temporal Action Detection via Time-Aligned Coordinate Expression
- CVPR 2024TEA: Test-time Energy Adaptation
- CVPR 2024Test-Time Adaptation for Depth Completion
- CVPR 2024Test-Time Domain Generalization for Face Anti-Spoofing
- CVPR 2024Test-Time Linear Out-of-Distribution Detection
- CVPR 2024The STVchrono Dataset: Towards Continuous Change Recognition in Time
- CVPR 2024Time-Efficient Light-Field Acquisition Using Coded Aperture and Events
- CVPR 2024Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts
- CVPR 2024UniMODE: Unified Monocular 3D Object Detection
- CVPR 2024UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio Video Point Cloud Time-Series and Image Recognition
- CVPR 2024Video-Based Human Pose Regression via Decoupled Space-Time Aggregation
- CVPR 2024WALT3D: Generating Realistic Training Data from Time-Lapse Imagery for Reconstructing Dynamic Objects Under Occlusion
- CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
- CVPR 2023Back to the Source: Diffusion-Driven Adaptation To Test-Time Corruption
- CVPR 2023Boosting Detection in Crowd Analysis via Underutilized Output Features
- CVPR 2023Bridging Precision and Confidence: A Train-Time Loss for Calibrating Object Detection
- CVPR 2023Causally-Aware Intraoperative Imputation for Overall Survival Time Prediction
- CVPR 2023Center Focusing Network for Real-Time LiDAR Panoptic Segmentation
- CVPR 2023Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM
- CVPR 2023Consistent Direct Time-of-Flight Video Depth Super-Resolution
- CVPR 2023Continuous Landmark Detection With 3D Queries
- CVPR 2023DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection
- CVPR 2023Distilling Neural Fields for Real-Time Articulated Shape Reconstruction
- CVPR 2023Diversity-Measurable Anomaly Detection
- CVPR 2023DSVT: Dynamic Sparse Voxel Transformer With Rotated Sets
- CVPR 2023DyNCA: Real-Time Dynamic Texture Synthesis Using Neural Cellular Automata
- CVPR 2023Enhanced Training of Query-Based Object Detection via Selective Query Recollection
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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.