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 2,199 篇，第 34 / 44 页
- NeurIPS 2026HeterSEED: Semantics–Structure Decoupling for Heterogeneous Graph Learning under Heterophily
- NeurIPS 2026Heuresis: Evaluating Search Strategies for Autonomous Machine Learning Research Agents
- NeurIPS 2026Hider–Seeker Self-Play: Geometry-Verifiable Process Rewards for Long-Horizon Visual Search
- NeurIPS 2026Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning
- NeurIPS 2026HiFloat4 Format for Language Model Pre-training on Ascend NPUs
- NeurIPS 2026High-dimensional Gaussian Graphical Model Testing for Long-Memory Time Series
- NeurIPS 2026High-dimensional Limit of SGD for Diagonal Linear Networks
- NeurIPS 2026HIST3R: Rectified State Decomposition from History for Streaming 3D Reconstruction
- NeurIPS 2026How Complete Should a Reference Be? A Benchmark Audit for Fluorescence Spot Detection
- NeurIPS 2026How Much Information is Needed for Accurate Kalman Filtering?
- NeurIPS 2026How Much Is One Recurrence Worth? Iso-Depth Scaling Laws for Looped Language Models
- NeurIPS 2026How Private is Private? A Comparative Study for Face De-Identification
- NeurIPS 2026HPC-Bench: A Comprehensive Benchmark for High Performance Computing Codes
- NeurIPS 2026Hybrid Neural World Models for Physical Dynamics
- NeurIPS 2026Hybrid Probabilistic Zonotopes for Identifiable and Refinable Predictive Uncertainty
- NeurIPS 2026HybridCache: Enhancing Prefix Caching for Linear–Softmax Language Models
- NeurIPS 2026Hypernetworks for Dynamic Feature Selection
- NeurIPS 2026Hyperparameter Transfer for Dense Associative Memories
- NeurIPS 2026Hyperspherical Local Margin Retraction for Zero-Shot Instance-Wise Machine Unlearning
- NeurIPS 2026HypMoE-ReID: Hyperspherical Mixture-of-Experts for Large Scale Person Re-Identification
- NeurIPS 2026i-DEQ: A stable inertial Deep Equilibrium model for image restoration
- NeurIPS 2026I-Perceive: A Foundation Model for Vision-Language Active Perception
- NeurIPS 2026IADR: Interface-Augmented Neural Operator for Phase-Field Mean-Curvature Flow
- NeurIPS 2026IDEAFix: Evaluation Framework for Creative Defixation Prompting in LLMs
- NeurIPS 2026Identifiable Feedback-Controlled Latent Flow for Unpaired Single-cell Spatio-Temporal Dynamics
- NeurIPS 2026iDETR: Implicit DETR for Tiny Object Detection
- NeurIPS 2026Implicit Neural Representations for Variational Problems on Graphons
- NeurIPS 2026Impossibility of Distribution-Free Predictive Inference for Individual Treatment Effects
- NeurIPS 2026Improved Sample Complexity for Markov Games via Variance-Aware Bandit Learning
- NeurIPS 2026In STeP: Speculative Tensor Parallelism for Concurrent Heterogeneous Inference of LLMs
- NeurIPS 2026Incremental Learning in Transformers for In-Context Associative Recall
- NeurIPS 2026INEUS: Iterative Neural Solver for High-Dimensional PIDEs
- NeurIPS 2026Information Bottleneck-Guided Adaptive Hypergraph Transformer for Brain Disease Diagnosis
- NeurIPS 2026Integrating digital twins with randomized experiments
- NeurIPS 2026Intend, Reflect, Refine: An Adaptive Multimodal Reflection Framework for Autonomous Driving
- NeurIPS 2026Intrinsic Riemannian Cross-covariance for Manifold-valued Random Objects
- NeurIPS 2026Intrinsic-dimension empirical Bernstein inequalities for bounded self-adjoint operators
- NeurIPS 2026Inverse Modeling of Neural Recordings via Differentiable Biophysical Simulation
- NeurIPS 2026Invertible Logits Transformation for Accuracy-Preserving Post-Hoc Uncertainty Calibration
- NeurIPS 2026InvestigationWorlds: An Agentic Environment for Legal Investigation
- NeurIPS 2026INVITA-WheatFieldState: A Real-World Benchmark for Crop-State Estimation in Wheat Field Trials
- NeurIPS 2026Is Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature Geometry
- NeurIPS 2026Is Memorization Actually Necessary for Generalization
- NeurIPS 2026Isharah-Selfie: Continuous Sign Language Recognition Dataset for One-handed Signing
- NeurIPS 2026It Cancels: O(r²) Cholesky Updates for Whitened Operators
- NeurIPS 2026It's All Training: A Fully Synthetic Single-Stage Recipe for LLMs
- NeurIPS 2026Iterative Gumbel Planning for Continuous Control
- NeurIPS 2026Iterative Latent Refinement for Value Learning in Offline Goal-Conditioned RL
- NeurIPS 2026Itô maps for any-step SDEs
- NeurIPS 2026Jacobian Scopes: A Unified Geometric Framework for Token-Level LLM Attributions
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。