驾驶仿真论文趋势 2023–2026
闭环仿真
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,882 篇被归入该主题的论文。
主要结论
- 驾驶仿真论文从 2023 年的 969 篇增长到 2026 年的 2,200 篇，三年间扩大到约 2.3 倍。
- NeurIPS 是发驾驶仿真论文最多的会议，2023–2026 年共 2,111 篇，占四个会议总量的 36%。
- 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 27 篇增至 2026 年的 205 篇。
- 在「自动驾驶」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的运动规划是 2.4 倍，驾驶仿真是 2.3 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 219 | 182 | 218 | 350 | 969 |
| 2024 | 410 | 176 | 358 | 364 | 1,308 |
| 2025 | 542 | 228 | 275 | 360 | 1,405 |
| 2026 | 940 | 313 | 363 | 584 | 2,200 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026$SE(2)$-Aware Conditional Distribution Transport for Vehicle Trajectory Generation
- ICML 2026A Penalty Approach For Differentiation Through Black-box Quadratic Programming Solvers
- ICLR 2026A Schrödinger Eigenfunction Method for Long-Horizon Stochastic Optimal Control
- CVPR 2026A2GC Asymmetric Aggregation with Geometric Constraints for Locally Aggregated Descriptors
- NeurIPS 2025A compressive-expressive communication framework for compositional representations
- ICML 2025A Near-Optimal Single-Loop Stochastic Algorithm for Convex Finite-Sum Coupled Compositional Optimization
- ICLR 2025A Truncated Newton Method for Optimal Transport
- CVPR 20253D-SLNR: A Super Lightweight Neural Representation for Large-scale 3D Mapping
- NeurIPS 2024[Re] CUDA: Curriculum of Data Augmentation for Long‐tailed Recognition
- ICML 2024$H$-Consistency Guarantees for Regression
- ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
- CVPR 2024Decentralized Directed Collaboration for Personalized Federated Learning
- NeurIPS 2023[Re] FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles
- ICML 2023$H$-Consistency Bounds for Pairwise Misranking Loss Surrogates
- ICLR 2023A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data
- CVPR 20233DAvatarGAN: Bridging Domains for Personalized Editable Avatars
- NeurIPS 2026A Bitter Lesson for Data Filtering
- ICML 2026A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
- ICLR 2026Bayesian Neural Networks for Functional ANOVA Model
- CVPR 2026Active Perceptual Inference A Corticothalamic-Inspired Dynamic Nested Recurrent Network for
全部驾驶仿真论文
共 969 篇，第 4 / 20 页
- CVPR 2023gSDF: Geometry-Driven Signed Distance Functions for 3D Hand-Object Reconstruction
- CVPR 2023HaLP: Hallucinating Latent Positives for Skeleton-Based Self-Supervised Learning of Actions
- CVPR 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Hands
- CVPR 2023HexPlane: A Fast Representation for Dynamic Scenes
- CVPR 2023Hierarchical Neural Memory Network for Low Latency Event Processing
- CVPR 2023HNeRV: A Hybrid Neural Representation for Videos
- CVPR 2023HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
- CVPR 2023HOTNAS: Hierarchical Optimal Transport for Neural Architecture Search
- CVPR 2023How To Prevent the Poor Performance Clients for Personalized Federated Learning?
- CVPR 2023Hybrid Neural Rendering for Large-Scale Scenes With Motion Blur
- CVPR 2023Hyperbolic Contrastive Learning for Visual Representations Beyond Objects
- CVPR 2023Hyperspherical Embedding for Point Cloud Completion
- CVPR 2023iDisc: Internal Discretization for Monocular Depth Estimation
- CVPR 2023Images Speak in Images: A Generalist Painter for In-Context Visual Learning
- CVPR 2023Implicit Diffusion Models for Continuous Super-Resolution
- CVPR 2023Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving
- CVPR 2023Implicit Surface Contrastive Clustering for LiDAR Point Clouds
- CVPR 2023Improved Distribution Matching for Dataset Condensation
- CVPR 2023Incrementer: Transformer for Class-Incremental Semantic Segmentation With Knowledge Distillation Focusing on Old Class
- CVPR 2023Iterative Geometry Encoding Volume for Stereo Matching
- CVPR 2023K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring
- CVPR 2023Knowledge Distillation for 6D Pose Estimation by Aligning Distributions of Local Predictions
- CVPR 2023Label Information Bottleneck for Label Enhancement
- CVPR 2023Large-Scale Training Data Search for Object Re-Identification
- CVPR 2023Learning a Deep Color Difference Metric for Photographic Images
- CVPR 2023Learning a Sparse Transformer Network for Effective Image Deraining
- CVPR 2023Learning Analytical Posterior Probability for Human Mesh Recovery
- CVPR 2023Learning Anchor Transformations for 3D Garment Animation
- CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
- CVPR 2023Learning Attention As Disentangler for Compositional Zero-Shot Learning
- CVPR 2023Learning Conditional Attributes for Compositional Zero-Shot Learning
- CVPR 2023Learning Dynamic Style Kernels for Artistic Style Transfer
- CVPR 2023Learning Federated Visual Prompt in Null Space for MRI Reconstruction
- CVPR 2023Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection
- CVPR 2023Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation
- CVPR 2023Learning Rotation-Equivariant Features for Visual Correspondence
- CVPR 2023Learning Sample Relationship for Exposure Correction
- CVPR 2023Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution
- CVPR 2023Leverage Interactive Affinity for Affordance Learning
- CVPR 2023Leveraging Hidden Positives for Unsupervised Semantic Segmentation
- CVPR 2023Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels
- CVPR 2023LinK: Linear Kernel for LiDAR-Based 3D Perception
- CVPR 2023Linking Garment With Person via Semantically Associated Landmarks for Virtual Try-On
- CVPR 2023Local Connectivity-Based Density Estimation for Face Clustering
- CVPR 2023Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution
- CVPR 2023Local Implicit Ray Function for Generalizable Radiance Field Representation
- CVPR 2023Local-to-Global Registration for Bundle-Adjusting Neural Radiance Fields
- CVPR 2023Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving
- CVPR 2023Logical Implications for Visual Question Answering Consistency
- CVPR 2023Lookahead Diffusion Probabilistic Models for Refining Mean Estimation
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查驾驶仿真在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "simulation-for-driving"}
常见问题
- 2023–2026 年四大会议一共有多少篇驾驶仿真论文？
- 共 5,882 篇，按年份分别是 2023 年 969 篇、2024 年 1,308 篇、2025 年 1,405 篇、2026 年 2,200 篇。
- NeurIPS 2026 有多少篇驾驶仿真论文？
- NeurIPS 2026 有 940 篇驾驶仿真论文，上一届是 542 篇。
- ICLR 2026 有多少篇驾驶仿真论文？
- ICLR 2026 有 313 篇驾驶仿真论文，上一届是 228 篇。
- ICML 2026 有多少篇驾驶仿真论文？
- ICML 2026 有 363 篇驾驶仿真论文，上一届是 275 篇。
- CVPR 2026 有多少篇驾驶仿真论文？
- CVPR 2026 有 584 篇驾驶仿真论文，上一届是 360 篇。
- 哪个会议的驾驶仿真论文最多？
- NeurIPS，2023–2026 年共 2,111 篇。