对齐与安全论文趋势 2023–2026

主要结论

• 对齐与安全论文从 2023 年的 438 篇增长到 2026 年的 1,882 篇，三年间扩大到约 4.3 倍。
• NeurIPS 是发对齐与安全论文最多的会议，2023–2026 年共 1,421 篇，占四个会议总量的 31%。
• 交叉方向里涨得最快的是社会层面 · safety：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 137 篇。
• 在「对齐与负责任 AI」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的社会层面 · safety是 93 倍，对齐与安全是 4.3 倍。

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$\gamma$-weakly $\theta$-up-concavity: A Unified Framework for Non-Convex Optimization Beyond DR-Submodular and OSS Functions
• ICML 2026AICrypto: Evaluating Cryptography Capabilities of Large Language Models
• ICLR 2026A Fair Bayesian Inference through Matched Gibbs Posterior
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and
• NeurIPS 2025$\Psi$-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models
• ICML 2025A Checks-and-Balances Framework for Context-Aware Ethical AI Alignment
• ICLR 2025$\sigma$-zero: Gradient-based Optimization of $\ell_0$-norm Adversarial Examples
• CVPR 2025AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models
• NeurIPS 2024A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
• ICML 2024A Global Geometric Analysis of Maximal Coding Rate Reduction
• ICLR 2024A unique M-pattern for micro-expression spotting in long videos
• CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
• NeurIPS 2023(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
• ICML 2023A Robust Optimisation Perspective on Counterexample-Guided Repair of Neural Networks
• ICLR 2023Aligning Model and Macaque Inferior Temporal Cortex Representations Improves Model-to-Human Behavioral Alignment and Adversarial Robustness
• CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
• NeurIPS 2026$\mathcal{P}$Torch: Narrowing the Gap Between Projection and Gradient-Based Learning
• ICML 2026Alignment Pretraining: AI Discourse Causes Self-Fulfilling (Mis)alignment
• ICLR 2026A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models
• CVPR 2026AlignPose Generalizable 6D Pose Estimation via Multi-view Feature-metric Alignment

全部对齐与安全论文

共 875 篇，第 1 / 18 页

1. CVPR 20241-Lipschitz Layers Compared: Memory Speed and Certifiable Robustness
2. CVPR 2024A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
3. CVPR 2024A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint
4. CVPR 2024A Theory of Joint Light and Heat Transport for Lambertian Scenes
5. CVPR 2024Absolute Pose from One or Two Scaled and Oriented Features
6. CVPR 2024Adversarial Distillation Based on Slack Matching and Attribution Region Alignment
7. CVPR 2024AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation
8. CVPR 2024Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
9. CVPR 2024Aligning and Prompting Everything All at Once for Universal Visual Perception
10. CVPR 2024Alpha Invariance: On Inverse Scaling Between Distance and Volume Density in Neural Radiance Fields
11. CVPR 2024Amodal Ground Truth and Completion in the Wild
12. CVPR 2024ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe
13. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
14. CVPR 2024BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
15. CVPR 2024Bridging the Gap Between End-to-End and Two-Step Text Spotting
16. CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
17. CVPR 2024Close Imitation of Expert Retouching for Black-and-White Photography
18. CVPR 2024Data Valuation and Detections in Federated Learning
19. CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
20. CVPR 2024Denoising Point Clouds in Latent Space via Graph Convolution and Invertible Neural Network
21. CVPR 2024Diffusion Model Alignment Using Direct Preference Optimization
22. CVPR 2024DiG-IN: Diffusion Guidance for Investigating Networks - Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations
23. CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
24. CVPR 2024Doodle Your 3D: From Abstract Freehand Sketches to Precise 3D Shapes
25. CVPR 2024Driving-Video Dehazing with Non-Aligned Regularization for Safety Assistance
26. CVPR 2024DS-NeRV: Implicit Neural Video Representation with Decomposed Static and Dynamic Codes
27. CVPR 2024Eclipse: Disambiguating Illumination and Materials using Unintended Shadows
28. CVPR 2024Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment
29. CVPR 2024Enhancing Video Super-Resolution via Implicit Resampling-based Alignment
30. CVPR 2024Equivariant Plug-and-Play Image Reconstruction
31. CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
32. CVPR 2024Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
33. CVPR 2024FaceCom: Towards High-fidelity 3D Facial Shape Completion via Optimization and Inpainting Guidance
34. CVPR 2024Facial Identity Anonymization via Intrinsic and Extrinsic Attention Distraction
35. CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
36. CVPR 2024Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
37. CVPR 2024FAR: Flexible Accurate and Robust 6DoF Relative Camera Pose Estimation
38. CVPR 2024FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
39. CVPR 2024FedAS: Bridging Inconsistency in Personalized Federated Learning
40. CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
41. CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
42. CVPR 2024FREE: Faster and Better Data-Free Meta-Learning
43. CVPR 2024From a Bird's Eye View to See: Joint Camera and Subject Registration without the Camera Calibration
44. CVPR 2024From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers
45. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
46. CVPR 2024GenHowTo: Learning to Generate Actions and State Transformations from Instructional Videos
47. CVPR 2024GeoReF: Geometric Alignment Across Shape Variation for Category-level Object Pose Refinement
48. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
49. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
50. CVPR 2024High-Quality Facial Geometry and Appearance Capture at Home

常见问题

2023–2026 年四大会议一共有多少篇对齐与安全论文？

共 4,558 篇，按年份分别是 2023 年 438 篇、2024 年 875 篇、2025 年 1,363 篇、2026 年 1,882 篇。

NeurIPS 2026 有多少篇对齐与安全论文？

NeurIPS 2026 有 480 篇对齐与安全论文，上一届是 455 篇。

ICLR 2026 有多少篇对齐与安全论文？

ICLR 2026 有 623 篇对齐与安全论文，上一届是 473 篇。

ICML 2026 有多少篇对齐与安全论文？

ICML 2026 有 551 篇对齐与安全论文，上一届是 300 篇。

CVPR 2026 有多少篇对齐与安全论文？

CVPR 2026 有 228 篇对齐与安全论文，上一届是 135 篇。

哪个会议的对齐与安全论文最多？

NeurIPS，2023–2026 年共 1,421 篇。