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 21 / 34 页
- CVPR 2024Contextrast: Contextual Contrastive Learning for Semantic Segmentation
- CVPR 2024Continuous Pose for Monocular Cameras in Neural Implicit Representation
- CVPR 2024Convolutional Prompting meets Language Models for Continual Learning
- CVPR 2024CORES: Convolutional Response-based Score for Out-of-distribution Detection
- CVPR 2024Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities
- CVPR 2024CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning
- CVPR 2024Cross-Dimension Affinity Distillation for 3D EM Neuron Segmentation
- CVPR 2024CSTA: CNN-based Spatiotemporal Attention for Video Summarization
- CVPR 2024CVT-xRF: Contrastive In-Voxel Transformer for 3D Consistent Radiance Fields from Sparse Inputs
- CVPR 2024CycleINR: Cycle Implicit Neural Representation for Arbitrary-Scale Volumetric Super-Resolution of Medical Data
- CVPR 2024DAP: A Dynamic Adversarial Patch for Evading Person Detectors
- CVPR 2024DART: Implicit Doppler Tomography for Radar Novel View Synthesis
- CVPR 2024De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts
- CVPR 2024Decentralized Directed Collaboration for Personalized Federated Learning
- CVPR 2024DeepCache: Accelerating Diffusion Models for Free
- CVPR 2024Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction
- CVPR 2024Delving into the Trajectory Long-tail Distribution for Muti-object Tracking
- CVPR 2024DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning
- CVPR 2024Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction
- CVPR 2024Depth Prompting for Sensor-Agnostic Depth Estimation
- CVPR 2024Detours for Navigating Instructional Videos
- CVPR 2024Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks
- CVPR 2024DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation
- CVPR 2024DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting
- CVPR 2024Diffeomorphic Template Registration for Atmospheric Turbulence Mitigation
- CVPR 2024DiffLoc: Diffusion Model for Outdoor LiDAR Localization
- CVPR 2024DiffMorpher: Unleashing the Capability of Diffusion Models for Image Morphing
- CVPR 2024DiffPerformer: Iterative Learning of Consistent Latent Guidance for Diffusion-based Human Video Generation
- CVPR 2024Diffusion Handles Enabling 3D Edits for Diffusion Models by Lifting Activations to 3D
- CVPR 2024Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving
- CVPR 2024DiffusionAvatars: Deferred Diffusion for High-fidelity 3D Head Avatars
- CVPR 2024DiffusionLight: Light Probes for Free by Painting a Chrome Ball
- CVPR 2024Discriminability-Driven Channel Selection for Out-of-Distribution Detection
- CVPR 2024Dispersed Structured Light for Hyperspectral 3D Imaging
- CVPR 2024Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification
- CVPR 2024Distributionally Generative Augmentation for Fair Facial Attribute Classification
- CVPR 2024DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models
- CVPR 2024Diversity-aware Channel Pruning for StyleGAN Compression
- CVPR 2024DPHMs: Diffusion Parametric Head Models for Depth-based Tracking
- CVPR 2024Dr2Net: Dynamic Reversible Dual-Residual Networks for Memory-Efficient Finetuning
- CVPR 2024DriveTrack: A Benchmark for Long-Range Point Tracking in Real-World Videos
- CVPR 2024DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving
- CVPR 2024Driving Everywhere with Large Language Model Policy Adaptation
- CVPR 2024Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving
- CVPR 2024Driving-Video Dehazing with Non-Aligned Regularization for Safety Assistance
- CVPR 2024DrivingGaussian: Composite Gaussian Splatting for Surrounding Dynamic Autonomous Driving Scenes
- CVPR 2024Dual Prior Unfolding for Snapshot Compressive Imaging
- CVPR 2024Dual-Consistency Model Inversion for Non-Exemplar Class Incremental Learning
- CVPR 2024Dual-Scale Transformer for Large-Scale Single-Pixel Imaging
- CVPR 2024Dual-View Visual Contextualization for Web Navigation
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。