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 14 / 34 页
- CVPR 2025Denoising Functional Maps: Diffusion Models for Shape Correspondence
- CVPR 2025Dense Dispersed Structured Light for Hyperspectral 3D Imaging of Dynamic Scenes
- CVPR 2025Dense Match Summarization for Faster Two-view Estimation
- CVPR 2025Depth-Guided Bundle Sampling for Efficient Generalizable Neural Radiance Field Reconstruction
- CVPR 2025DepthCrafter: Generating Consistent Long Depth Sequences for Open-world Videos
- CVPR 2025Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI
- CVPR 2025Descriptor-In-Pixel : Point-Feature Tracking For Pixel Processor Arrays
- CVPR 2025DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes
- CVPR 2025DeSplat: Decomposed Gaussian Splatting for Distractor-Free Rendering
- CVPR 2025Detail-Preserving Latent Diffusion for Stable Shadow Removal
- CVPR 2025Detection-Friendly Nonuniformity Correction: A Union Framework for Infrared UAV Target Detection
- CVPR 2025DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID
- CVPR 2025DiffusionDrive: Truncated Diffusion Model for End-to-End Autonomous Driving
- CVPR 2025DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution
- CVPR 2025DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels
- CVPR 2025Directional Label Diffusion Model for Learning from Noisy Labels
- CVPR 2025Distilling Monocular Foundation Model for Fine-grained Depth Completion
- CVPR 2025Distilling Multi-modal Large Language Models for Autonomous Driving
- CVPR 2025Distraction is All You Need for Multimodal Large Language Model Jailbreaking
- CVPR 2025DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models
- CVPR 2025DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification
- CVPR 2025DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture
- CVPR 2025DL2G: Degradation-guided Local-to-Global Restoration for Eyeglass Reflection Removal
- CVPR 2025Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild
- CVPR 2025DoF-Gaussian: Controllable Depth-of-Field for 3D Gaussian Splatting
- CVPR 2025Don't Shake the Wheel: Momentum-Aware Planning in End-to-End Autonomous Driving
- CVPR 2025DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection
- CVPR 2025DriveDreamer4D: World Models Are Effective Data Machines for 4D Driving Scene Representation
- CVPR 2025DriveGPT4-V2: Harnessing Large Language Model Capabilities for Enhanced Closed-Loop Autonomous Driving
- CVPR 2025DriveScape: High-Resolution Driving Video Generation by Multi-View Feature Fusion
- CVPR 2025Driving by the Rules: A Benchmark for Integrating Traffic Sign Regulations into Vectorized HD Map
- CVPR 2025DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation
- CVPR 2025DroneSplat: 3D Gaussian Splatting for Robust 3D Reconstruction from In-the-Wild Drone Imagery
- CVPR 2025DropGaussian: Structural Regularization for Sparse-view Gaussian Splatting
- CVPR 2025DropoutGS: Dropping Out Gaussians for Better Sparse-view Rendering
- CVPR 2025Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning
- CVPR 2025Dual Exposure Stereo for Extended Dynamic Range 3D Imaging
- CVPR 2025Dual Focus-Attention Transformer for Robust Point Cloud Registration
- CVPR 2025DualTalk: Dual-Speaker Interaction for 3D Talking Head Conversations
- CVPR 2025DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models
- CVPR 2025Dynamic Integration of Task-Specific Adapters for Class Incremental Learning
- CVPR 2025Dynamic Pseudo Labeling via Gradient Cutting for High-Low Entropy Exploration
- CVPR 2025EasyHOI: Unleashing the Power of Large Models for Reconstructing Hand-Object Interactions in the Wild
- CVPR 2025EDCFlow: Exploring Temporally Dense Difference Maps for Event-based Optical Flow Estimation
- CVPR 2025EdgeDiff: Edge-aware Diffusion Network for Building Reconstruction from Point Clouds
- CVPR 2025Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses
- CVPR 2025Embodied Scene Understanding for Vision Language Models via MetaVQA
- CVPR 2025Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
- CVPR 2025End-to-End Implicit Neural Representations for Classification
- CVPR 2025Enhancing Diversity for Data-free Quantization
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。