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 600 篇，第 9 / 12 页

401. CVPR 2024FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
402. CVPR 2024FedAS: Bridging Inconsistency in Personalized Federated Learning
403. CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
404. CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
405. CVPR 2024FREE: Faster and Better Data-Free Meta-Learning
406. CVPR 2024From a Bird's Eye View to See: Joint Camera and Subject Registration without the Camera Calibration
407. CVPR 2024From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers
408. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
409. CVPR 2024GenHowTo: Learning to Generate Actions and State Transformations from Instructional Videos
410. CVPR 2024GeoReF: Geometric Alignment Across Shape Variation for Category-level Object Pose Refinement
411. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
412. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
413. CVPR 2024High-Quality Facial Geometry and Appearance Capture at Home
414. CVPR 2024Hyper-MD: Mesh Denoising with Customized Parameters Aware of Noise Intensity and Geometric Characteristics
415. CVPR 2024Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment
416. CVPR 2024Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification
417. CVPR 2024Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation
418. CVPR 2024Infrared Small Target Detection with Scale and Location Sensitivity
419. CVPR 2024Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment
420. CVPR 2024KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation
421. CVPR 2024Leak and Learn: An Attacker's Cookbook to Train Using Leaked Data from Federated Learning
422. CVPR 2024Learning to Predict Activity Progress by Self-Supervised Video Alignment
423. CVPR 2024Linguistic-Aware Patch Slimming Framework for Fine-grained Cross-Modal Alignment
424. CVPR 2024Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It
425. CVPR 2024Looking 3D: Anomaly Detection with 2D-3D Alignment
426. CVPR 2024ManiFPT: Defining and Analyzing Fingerprints of Generative Models
427. CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
428. CVPR 2024MemFlow: Optical Flow Estimation and Prediction with Memory
429. CVPR 2024Memory-Scalable and Simplified Functional Map Learning
430. CVPR 2024MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning
431. CVPR 2024Mocap Everyone Everywhere: Lightweight Motion Capture With Smartwatches and a Head-Mounted Camera
432. CVPR 2024Motion Diversification Networks
433. CVPR 2024MRFS: Mutually Reinforcing Image Fusion and Segmentation
434. CVPR 2024Multi-Modal Hallucination Control by Visual Information Grounding
435. CVPR 2024Neural Implicit Morphing of Face Images
436. CVPR 2024Non-Rigid Structure-from-Motion: Temporally-Smooth Procrustean Alignment and Spatially-Variant Deformation Modeling
437. CVPR 2024OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation
438. CVPR 2024ODM: A Text-Image Further Alignment Pre-training Approach for Scene Text Detection and Spotting
439. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
440. CVPR 2024On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
441. CVPR 2024Online Task-Free Continual Generative and Discriminative Learning via Dynamic Cluster Memory
442. CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
443. CVPR 2024Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Rendering
444. CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
445. CVPR 2024Perceptual Assessment and Optimization of HDR Image Rendering
446. CVPR 2024PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models
447. CVPR 2024PikeLPN: Mitigating Overlooked Inefficiencies of Low-Precision Neural Networks
448. CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
449. CVPR 2024Puff-Net: Efficient Style Transfer with Pure Content and Style Feature Fusion Network
450. CVPR 2024Purified and Unified Steganographic Network

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。