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 1,657 篇，第 27 / 34 页
- CVPR 2024What Sketch Explainability Really Means for Downstream Tasks?
- CVPR 2024What You See is What You GAN: Rendering Every Pixel for High-Fidelity Geometry in 3D GANs
- CVPR 2024WinSyn: : A High Resolution Testbed for Synthetic Data
- CVPR 2024WorDepth: Variational Language Prior for Monocular Depth Estimation
- CVPR 2024X-Adapter: Adding Universal Compatibility of Plugins for Upgraded Diffusion Model
- CVPR 2024XFeat: Accelerated Features for Lightweight Image Matching
- CVPR 2024Your Transferability Barrier is Fragile: Free-Lunch for Transferring the Non-Transferable Learning
- CVPR 20233D Semantic Segmentation in the Wild: Learning Generalized Models for Adverse-Condition Point Clouds
- CVPR 20233DAvatarGAN: Bridging Domains for Personalized Editable Avatars
- CVPR 2023A Characteristic Function-Based Method for Bottom-Up Human Pose Estimation
- CVPR 2023A Light Weight Model for Active Speaker Detection
- CVPR 2023A Loopback Network for Explainable Microvascular Invasion Classification
- CVPR 2023A Practical Stereo Depth System for Smart Glasses
- CVPR 2023A Practical Upper Bound for the Worst-Case Attribution Deviations
- CVPR 2023A Simple Baseline for Video Restoration With Grouped Spatial-Temporal Shift
- CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
- CVPR 2023A Unified Pyramid Recurrent Network for Video Frame Interpolation
- CVPR 2023A2J-Transformer: Anchor-to-Joint Transformer Network for 3D Interacting Hand Pose Estimation From a Single RGB Image
- CVPR 2023ABCD: Arbitrary Bitwise Coefficient for De-Quantization
- CVPR 2023ABLE-NeRF: Attention-Based Rendering With Learnable Embeddings for Neural Radiance Field
- CVPR 2023ACL-SPC: Adaptive Closed-Loop System for Self-Supervised Point Cloud Completion
- CVPR 2023ACR: Attention Collaboration-Based Regressor for Arbitrary Two-Hand Reconstruction
- CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
- CVPR 2023AdamsFormer for Spatial Action Localization in the Future
- CVPR 2023Adaptive Annealing for Robust Geometric Estimation
- CVPR 2023Adaptive Global Decay Process for Event Cameras
- CVPR 2023Adaptive Plasticity Improvement for Continual Learning
- CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
- CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
- CVPR 2023Adaptive Spot-Guided Transformer for Consistent Local Feature Matching
- CVPR 2023All Are Worth Words: A ViT Backbone for Diffusion Models
- CVPR 2023ALTO: Alternating Latent Topologies for Implicit 3D Reconstruction
- CVPR 2023An Actor-Centric Causality Graph for Asynchronous Temporal Inference in Group Activity
- CVPR 2023Anchor3DLane: Learning To Regress 3D Anchors for Monocular 3D Lane Detection
- CVPR 2023Angelic Patches for Improving Third-Party Object Detector Performance
- CVPR 2023Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP Benchmark
- CVPR 2023ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data
- CVPR 2023AShapeFormer: Semantics-Guided Object-Level Active Shape Encoding for 3D Object Detection via Transformers
- CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
- CVPR 2023AUNet: Learning Relations Between Action Units for Face Forgery Detection
- CVPR 2023Auto-CARD: Efficient and Robust Codec Avatar Driving for Real-Time Mobile Telepresence
- CVPR 2023Autonomous Manipulation Learning for Similar Deformable Objects via Only One Demonstration
- CVPR 2023Azimuth Super-Resolution for FMCW Radar in Autonomous Driving
- CVPR 2023B-Spline Texture Coefficients Estimator for Screen Content Image Super-Resolution
- CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation
- CVPR 2023Balanced Energy Regularization Loss for Out-of-Distribution Detection
- CVPR 2023Balanced Product of Calibrated Experts for Long-Tailed Recognition
- CVPR 2023Balanced Spherical Grid for Egocentric View Synthesis
- CVPR 2023Balancing Logit Variation for Long-Tailed Semantic Segmentation
- CVPR 2023Behind the Scenes: Density Fields for Single View Reconstruction
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。