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 13 / 34 页
- CVPR 2025Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning
- CVPR 2025Adaptive Rectangular Convolution for Remote Sensing Pansharpening
- CVPR 2025Advancing Manga Analysis: Comprehensive Segmentation Annotations for the Manga109 Dataset
- CVPR 2025Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging
- CVPR 2025AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models
- CVPR 2025AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-Identification
- CVPR 2025Align3R: Aligned Monocular Depth Estimation for Dynamic Videos
- CVPR 2025All-directional Disparity Estimation for Real-world QPD Images
- CVPR 2025All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
- CVPR 2025AlphaPre: Amplitude-Phase Disentanglement Model for Precipitation Nowcasting
- CVPR 2025AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation
- CVPR 2025APT: Adaptive Personalized Training for Diffusion Models with Limited Data
- CVPR 2025ArcPro: Architectural Programs for Structured 3D Abstraction of Sparse Points
- CVPR 2025ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics
- CVPR 2025ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks
- CVPR 2025Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration
- CVPR 2025AuraFusion360: Augmented Unseen Region Alignment for Reference-based 360deg Unbounded Scene Inpainting
- CVPR 2025Auto-Encoded Supervision for Perceptual Image Super-Resolution
- CVPR 2025BADGR: Bundle Adjustment Diffusion Conditioned by Gradients for Wide-Baseline Floor Plan Reconstruction
- CVPR 2025Balancing Two Classifiers via A Simplex ETF Structure for Model Calibration
- CVPR 2025BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
- CVPR 2025BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning
- CVPR 2025BimArt: A Unified Approach for the Synthesis of 3D Bimanual Interaction with Articulated Objects
- CVPR 2025Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
- CVPR 2025BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
- CVPR 2025Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer
- CVPR 2025CARL: A Framework for Equivariant Image Registration
- CVPR 2025CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-Scale Reinforcement Learning in Autonomous Driving
- CVPR 2025Causal Composition Diffusion Model for Closed-loop Traffic Generation
- CVPR 2025Channel-wise Noise Scheduled Diffusion for Inverse Rendering in Indoor Scenes
- CVPR 2025Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification
- CVPR 2025CheXwhatsApp: A Dataset for Exploring Challenges in the Diagnosis of Chest X-rays through Mobile Devices
- CVPR 2025Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models
- CVPR 2025Closest Neighbors are Harmful for Lightweight Masked Auto-encoders
- CVPR 2025CoCoGaussian: Leveraging Circle of Confusion for Gaussian Splatting from Defocused Images
- CVPR 2025Coeff-Tuning: A Graph Filter Subspace View for Tuning Attention-Based Large Models
- CVPR 2025ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems
- CVPR 2025Consistency-aware Self-Training for Iterative-based Stereo Matching
- CVPR 2025ControlFace: Harnessing Facial Parametric Control for Face Rigging
- CVPR 2025Convex Relaxation for Robust Vanishing Point Estimation in Manhattan World
- CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
- CVPR 2025D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation
- CVPR 2025Data Distributional Properties As Inductive Bias for Systematic Generalization
- CVPR 2025DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging
- CVPR 2025Decentralized Diffusion Models
- CVPR 2025Decision SpikeFormer: Spike-Driven Transformer for Decision Making
- CVPR 2025DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction
- CVPR 2025DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders
- CVPR 2025DEIM: DETR with Improved Matching for Fast Convergence
- CVPR 2025DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation
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。