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 10 / 12 页

451. CVPR 2024Real-time Acquisition and Reconstruction of Dynamic Volumes with Neural Structured Illumination
452. CVPR 2024Relightable and Animatable Neural Avatar from Sparse-View Video
453. CVPR 2024Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space
454. CVPR 2024RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback
455. CVPR 2024Robust Distillation via Untargeted and Targeted Intermediate Adversarial Samples
456. CVPR 2024See Say and Segment: Teaching LMMs to Overcome False Premises
457. CVPR 2024Segment and Caption Anything
458. CVPR 2024Semantic Shield: Defending Vision-Language Models Against Backdooring and Poisoning via Fine-grained Knowledge Alignment
459. CVPR 2024SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks
460. CVPR 2024SHINOBI: Shape and Illumination using Neural Object Decomposition via BRDF Optimization In-the-wild
461. CVPR 2024Siamese Learning with Joint Alignment and Regression for Weakly-Supervised Video Paragraph Grounding
462. CVPR 2024Small Steps and Level Sets: Fitting Neural Surface Models with Point Guidance
463. CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
464. CVPR 2024SpiderMatch: 3D Shape Matching with Global Optimality and Geometric Consistency
465. CVPR 2024Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment
466. CVPR 2024SRTube: Video-Language Pre-Training with Action-Centric Video Tube Features and Semantic Role Labeling
467. CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
468. CVPR 2024Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
469. CVPR 2024Synergistic Global-space Camera and Human Reconstruction from Videos
470. CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
471. CVPR 2024Targeted Representation Alignment for Open-World Semi-Supervised Learning
472. CVPR 2024Text-conditional Attribute Alignment across Latent Spaces for 3D Controllable Face Image Synthesis
473. CVPR 2024Towards Accurate and Robust Architectures via Neural Architecture Search
474. CVPR 2024Towards HDR and HFR Video from Rolling-Mixed-Bit Spikings
475. CVPR 2024Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network
476. CVPR 2024TurboSL: Dense Accurate and Fast 3D by Neural Inverse Structured Light
477. CVPR 2024UFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and Unfavorable Sets
478. CVPR 2024Unifying Automatic and Interactive Matting with Pretrained ViTs
479. CVPR 2024Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
480. CVPR 2024Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning
481. CVPR 2024Using Human Feedback to Fine-tune Diffusion Models without Any Reward Model
482. CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
483. CVPR 2024VAREN: Very Accurate and Realistic Equine Network
484. CVPR 2024VideoCon: Robust Video-Language Alignment via Contrast Captions
485. CVPR 2024VidLA: Video-Language Alignment at Scale
486. CVPR 2024VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning
487. CVPR 2024Weakly Misalignment-free Adaptive Feature Alignment for UAVs-based Multimodal Object Detection
488. CVPR 2024When Visual Grounding Meets Gigapixel-level Large-scale Scenes: Benchmark and Approach
489. CVPR 2023A Meta-Learning Approach to Predicting Performance and Data Requirements
490. CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
491. CVPR 2023A Unified Spatial-Angular Structured Light for Single-View Acquisition of Shape and Reflectance
492. CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
493. CVPR 2023Advancing Visual Grounding With Scene Knowledge: Benchmark and Method
494. CVPR 2023Align and Attend: Multimodal Summarization With Dual Contrastive Losses
495. CVPR 2023An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions
496. CVPR 2023Analyzing and Diagnosing Pose Estimation With Attributions
497. CVPR 2023Architecture, Dataset and Model-Scale Agnostic Data-Free Meta-Learning
498. CVPR 2023Automatic High Resolution Wire Segmentation and Removal
499. CVPR 2023BASiS: Batch Aligned Spectral Embedding Space
500. CVPR 2023Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning

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。