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 583 篇，第 4 / 12 页
- CVPR 2026DynamicVGGT Learning Dynamic Point Maps for 4D Scene Reconstruction in
- CVPR 2026E-3DPSM A State Machine for Event-based Egocentric 3D Human Pose
- CVPR 2026E2EGS Event-to-Edge Gaussian Splatting for Pose-Free 3D Reconstruction
- CVPR 2026Echoes of Ownership Adversarial-Guided Dual Injection for Copyright Protection in
- CVPR 2026EchoPOSE 6D Pose Estimation of Sparse Echocardiograms for Left-Ventricular 3D
- CVPR 2026EcoAlign An Economically Rational Framework for Efficient LVLM Alignment
- CVPR 2026Edge-Focused Super-Resolution for Omnidirectional Images with Spherical Geometric Augmentation
- CVPR 2026EDGS Eliminating Densification for Efficient Convergence of 3DGS
- CVPR 2026Efficient All-Pairs Correlation Volume Sampling for Optical Flow Estimation
- CVPR 2026Efficient Equivariant Transformer for Self-Driving Agent Modeling
- CVPR 2026Efficient Hybrid SE3-Equivariant Visuomotor Flow Policy via Spherical Harmonics for
- CVPR 2026Efficient Unrolled Networks for Large-Scale 3D Inverse Problems
- CVPR 2026Ego-Grounding for Personalized Question-Answering in Egocentric Videos
- CVPR 2026EgoXtreme A Dataset for Robust Object Pose Estimation in Egocentric
- CVPR 2026Elastic Weight Consolidation Done Right for Continual Learning
- CVPR 2026EMAD Evidence-Centric Grounded Multimodal Diagnosis for Alzheimers Disease
- CVPR 2026Enabling Supervised Learning of Generative Signatures for Generalized AI-Generated Images
- CVPR 2026ENC-Bench A Benchmark for Evaluating Multimodal Large Language Models in
- CVPR 2026End-to-End Hyper-Relational Information Extraction for Engineering Diagrams via Dynamically Tokenized
- CVPR 2026Enhance-then-Balance Modality Collaboration for Robust Multimodal Sentiment Analysis
- CVPR 2026Enhancing Visual Representation with Textual Semantics Textual Semantics-Powered Prototypes for
- CVPR 2026EpiAgent An Agent-Centric System for Ancient Inscription Restoration
- CVPR 2026EventDrive Event Cameras for Vision-Language Driving Intelligence
- CVPR 2026EventHub Data Factory for Generalizable Event-Based Stereo Networks without Active
- CVPR 2026Every Error has Its Magnitude Asymmetric Mistake Severity Training for
- CVPR 2026Evidential Transformation Network Turning Pretrained Models into Evidential Models for
- CVPR 2026EvObj Learning Evolving Object-centric Representations for 3D Instance Segmentation without
- CVPR 2026EvoComp Learning Visual Token Compression for Multimodal Large Language Models
- CVPR 2026Exemplar-Free Continual Learning for State Space Models
- CVPR 2026Expanding mmWave Datasets for Human Pose Estimation with Unlabeled Data
- CVPR 2026Exploring Adaptive Masked Reconstruction for Self-Supervised Skeleton-Based Action Recognition
- CVPR 2026Exploring Conditions for Diffusion Models in Robotic Control
- CVPR 2026Exploring Spatiotemporal Feature Propagation for Video-Level Compressive Spectral Reconstruction Dataset
- CVPR 2026Exploring Visual Pretraining for Learning Language Intelligence
- CVPR 2026F2Net A Frequency-Fused Network for Ultra-High Resolution Remote Sensing Segmentation
- CVPR 2026Face2Scene Using Facial Degradation as an Oracle for Diffusion-Based Scene
- CVPR 2026Factorized Context Aggregation for Robust Cancer Risk Estimation via Soft
- CVPR 2026Failure Modes for Deep Learning-Based Online Mapping How to Measure
- CVPR 2026Fast Markov Random Field Optimisation for Topologically Noisy 3D Shape
- CVPR 2026FastEventDGS Deformable Gaussian Splatting for Fast Dynamic Scenes from a
- CVPR 2026FastGaMer Efficient GainMap Learning for Practical Inverse Tone Mapping
- CVPR 2026FEAST Fully Connected Expressive Attention for Spatial Transcriptomics
- CVPR 2026FedAlign Differentially Private Distribution Alignment for Non-IID Federated Learning
- CVPR 2026FedRE A Representation Entanglement Framework for Model-Heterogeneous Federated Learning
- CVPR 2026FedRG Unleashing the Representation Geometry for Federated Learning with Noisy
- CVPR 2026Few-for-Many Personalized Federated Learning
- CVPR 2026FG-Portrait 3D Flow Guided Editable Portrait Animation
- CVPR 2026Fighting Hallucinations with Counterfactuals Diffusion-Guided Perturbations for LVLM Hallucination Suppression
- CVPR 2026FINE Factorizing Knowledge for Initialization of Variable-sized Diffusion Models
- CVPR 2026Fine-Grained GRPO for Precise Preference Alignment in Flow Models
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。