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 438 篇，第 3 / 9 页

101. CVPR 2023Towards Better Gradient Consistency for Neural Signed Distance Functions via Level Set Alignment
102. CVPR 2023Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration
103. CVPR 2023Tracking Through Containers and Occluders in the Wild
104. CVPR 2023Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction
105. CVPR 2023Understanding and Improving Visual Prompting: A Label-Mapping Perspective
106. CVPR 2023Unifying Short and Long-Term Tracking With Graph Hierarchies
107. CVPR 2023Unsupervised Contour Tracking of Live Cells by Mechanical and Cycle Consistency Losses
108. CVPR 2023Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate Learning
109. CVPR 2023VecFontSDF: Learning To Reconstruct and Synthesize High-Quality Vector Fonts via Signed Distance Functions
110. CVPR 2023Video Dehazing via a Multi-Range Temporal Alignment Network With Physical Prior
111. CVPR 2023Visual DNA: Representing and Comparing Images Using Distributions of Neuron Activations
112. CVPR 2023WINNER: Weakly-Supervised hIerarchical decompositioN and aligNment for Spatio-tEmporal Video gRounding
113. ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
114. ICLR 2023A Differential Geometric View and Explainability of GNN on Evolving Graphs
115. ICLR 2023A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming
116. ICLR 2023A Holistic View of Label Noise Transition Matrix in Deep Learning and Beyond
117. ICLR 2023A Message Passing Perspective on Learning Dynamics of Contrastive Learning
118. ICLR 2023Aligning Model and Macaque Inferior Temporal Cortex Representations Improves Model-to-Human Behavioral Alignment and Adversarial Robustness
119. ICLR 2023Almost Linear Constant-Factor Sketching for $\ell_1$ and Logistic Regression
120. ICLR 2023Approximation and non-parametric estimation of functions over high-dimensional spheres via deep ReLU networks
121. ICLR 2023Arbitrary Virtual Try-on Network: Characteristics Representation and Trade-off between Body and Clothing
122. ICLR 2023Auto-Encoding Goodness of Fit
123. ICLR 2023BAYES RISK CTC: CONTROLLABLE CTC ALIGNMENT IN SEQUENCE-TO-SEQUENCE TASKS
124. ICLR 2023BEEF: Bi-Compatible Class-Incremental Learning via Energy-Based Expansion and Fusion
125. ICLR 2023Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD
126. ICLR 2023Capturing the Motion of Every Joint: 3D Human Pose and Shape Estimation with Independent Tokens
127. ICLR 2023Chasing All-Round Graph Representation Robustness: Model, Training, and Optimization
128. ICLR 2023Compressing multidimensional weather and climate data into neural networks
129. ICLR 2023ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond
130. ICLR 2023DASHA: Distributed Nonconvex Optimization with Communication Compression and Optimal Oracle Complexity
131. ICLR 2023Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths
132. ICLR 2023Deep Learning From Crowdsourced Labels: Coupled Cross-Entropy Minimization, Identifiability, and Regularization
133. ICLR 2023Discovering Latent Knowledge in Language Models Without Supervision
134. ICLR 2023Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision?
135. ICLR 2023Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs
136. ICLR 2023Efficient approximation of neural population structure and correlations with probabilistic circuits
137. ICLR 2023Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution
138. ICLR 2023Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods
139. ICLR 2023FaiREE: fair classification with finite-sample and distribution-free guarantee
140. ICLR 2023Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow
141. ICLR 2023Fuzzy Alignments in Directed Acyclic Graph for Non-Autoregressive Machine Translation
142. ICLR 2023Generalization and Estimation Error Bounds for Model-based Neural Networks
143. ICLR 2023Generalization Bounds for Federated Learning: Fast Rates, Unparticipating Clients and Unbounded Losses
144. ICLR 2023Generalizing and Decoupling Neural Collapse via Hyperspherical Uniformity Gap
145. ICLR 2023Git Re-Basin: Merging Models modulo Permutation Symmetries
146. ICLR 2023How I Learned to Stop Worrying and Love Retraining
147. ICLR 2023Human alignment of neural network representations
148. ICLR 2023Learning without Prejudices: Continual Unbiased Learning via Benign and Malignant Forgetting
149. ICLR 2023LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification
150. ICLR 2023Lower Bounds on the Depth of Integral ReLU Neural Networks via Lattice Polytopes

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。