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 473 篇，第 3 / 10 页

101. ICLR 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification
102. ICLR 2025Convergent Privacy Loss of Noisy-SGD without Convexity and Smoothness
103. ICLR 2025Copyright-Protected Language Generation via Adaptive Model Fusion
104. ICLR 2025Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization
105. ICLR 2025Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking
106. ICLR 2025CREAM: Consistency Regularized Self-Rewarding Language Models
107. ICLR 2025Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models
108. ICLR 2025Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling
109. ICLR 2025DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life
110. ICLR 2025DarkBench: Benchmarking Dark Patterns in Large Language Models
111. ICLR 2025Data Distillation for extrapolative protein design through exact preference optimization
112. ICLR 2025Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning
113. ICLR 2025Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning
114. ICLR 2025Dataset Ownership Verification in Contrastive Pre-trained Models
115. ICLR 2025DCT-CryptoNets: Scaling Private Inference in the Frequency Domain
116. ICLR 2025Deep Kernel Relative Test for Machine-generated Text Detection
117. ICLR 2025Democratic Training Against Universal Adversarial Perturbations
118. ICLR 2025Detecting Backdoor Samples in Contrastive Language Image Pretraining
119. ICLR 2025Differentiable Optimization of Similarity Scores Between Models and Brains
120. ICLR 2025Differentially Private Federated Learning with Time-Adaptive Privacy Spending
121. ICLR 2025Differentially private optimization for non-decomposable objective functions
122. ICLR 2025Differentially Private Steering for Large Language Model Alignment
123. ICLR 2025Diffusion-NPO: Negative Preference Optimization for Better Preference Aligned Generation of Diffusion Models
124. ICLR 2025DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing
125. ICLR 2025Direct Post-Training Preference Alignment for Multi-Agent Motion Generation Model Using Implicit Feedback from Pre-training Demonstrations
126. ICLR 2025DiSK: Differentially Private Optimizer with Simplified Kalman Filter for Noise Reduction
127. ICLR 2025Dissecting Adversarial Robustness of Multimodal LM Agents
128. ICLR 2025Diverse Preference Learning for Capabilities and Alignment
129. ICLR 2025Do as I do (Safely): Mitigating Task-Specific Fine-tuning Risks in Large Language Models
130. ICLR 2025DocMIA: Document-Level Membership Inference Attacks against DocVQA Models
131. ICLR 2025Does Refusal Training in LLMs Generalize to the Past Tense?
132. ICLR 2025Does Safety Training of LLMs Generalize to Semantically Related Natural Prompts?
133. ICLR 2025DSPO: Direct Score Preference Optimization for Diffusion Model Alignment
134. ICLR 2025Durable Quantization Conditioned Misalignment Attack on Large Language Models
135. ICLR 2025DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation
136. ICLR 2025Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense
137. ICLR 2025DynFrs: An Efficient Framework for Machine Unlearning in Random Forest
138. ICLR 2025Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective
139. ICLR 2025Effective Interplay between Sparsity and Quantization: From Theory to Practice
140. ICLR 2025Efficient and Robust Neural Combinatorial Optimization via Wasserstein-Based Coresets
141. ICLR 2025Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets
142. ICLR 2025EIA: ENVIRONMENTAL INJECTION ATTACK ON GENERALIST WEB AGENTS FOR PRIVACY LEAKAGE
143. ICLR 2025Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models
144. ICLR 2025EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignment
145. ICLR 2025Encryption-Friendly LLM Architecture
146. ICLR 2025Endless Jailbreaks with Bijection Learning
147. ICLR 2025Endowing Visual Reprogramming with Adversarial Robustness
148. ICLR 2025Energy-based Backdoor Defense Against Federated Graph Learning
149. ICLR 2025Enhance Multi-View Classification Through Multi-Scale Alignment and Expanded Boundary
150. ICLR 2025Enhancing Clustered Federated Learning: Integration of Strategies and Improved Methodologies

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。