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 1,339 篇，第 19 / 27 页

901. ICLR 2025Mitigating the Backdoor Effect for Multi-Task Model Merging via Safety-Aware Subspace
902. ICLR 2025Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment
903. ICLR 2025Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN
904. ICLR 2025MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models
905. ICLR 2025Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity
906. ICLR 2025Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions
907. ICLR 2025Monitoring Latent World States in Language Models with Propositional Probes
908. ICLR 2025Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning
909. ICLR 2025Moral Alignment for LLM Agents
910. ICLR 2025More RLHF, More Trust? On The Impact of Preference Alignment On Trustworthiness
911. ICLR 2025Multi-objective antibody design with constrained preference optimization
912. ICLR 2025Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence
913. ICLR 2025Near-Exact Privacy Amplification for Matrix Mechanisms
914. ICLR 2025Neural Interactive Proofs
915. ICLR 2025NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals
916. ICLR 2025No Preference Left Behind: Group Distributional Preference Optimization
917. ICLR 2025OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes
918. ICLR 2025On a Connection Between Imitation Learning and RLHF
919. ICLR 2025On Calibration of LLM-based Guard Models for Reliable Content Moderation
920. ICLR 2025On Evaluating the Durability of Safeguards for Open-Weight LLMs
921. ICLR 2025On Large Language Model Continual Unlearning
922. ICLR 2025On Linear Representations and Pretraining Data Frequency in Language Models
923. ICLR 2025On Targeted Manipulation and Deception when Optimizing LLMs for User Feedback
924. ICLR 2025On the Adversarial Vulnerability of Label-Free Test-Time Adaptation
925. ICLR 2025On the Hölder Stability of Multiset and Graph Neural Networks
926. ICLR 2025On the Price of Differential Privacy for Hierarchical Clustering
927. ICLR 2025On the Role of Attention Heads in Large Language Model Safety
928. ICLR 2025On-the-fly Preference Alignment via Principle-Guided Decoding
929. ICLR 2025One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment
930. ICLR 2025Online Preference Alignment for Language Models via Count-based Exploration
931. ICLR 2025Online-to-Offline RL for Agent Alignment
932. ICLR 2025Pacmann: Efficient Private Approximate Nearest Neighbor Search
933. ICLR 2025PAD: Personalized Alignment of LLMs at Decoding-time
934. ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
935. ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
936. ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
937. ICLR 2025Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs
938. ICLR 2025Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents
939. ICLR 2025Persistent Pre-training Poisoning of LLMs
940. ICLR 2025Personality Alignment of Large Language Models
941. ICLR 2025PersonalLLM: Tailoring LLMs to Individual Preferences
942. ICLR 2025PFGuard: A Generative Framework with Privacy and Fairness Safeguards
943. ICLR 2025PiCO: Peer Review in LLMs based on Consistency Optimization
944. ICLR 2025Plastic Learning with Deep Fourier Features
945. ICLR 2025Policy Design in Long-run Welfare Dynamics
946. ICLR 2025Post-hoc Reward Calibration: A Case Study on Length Bias
947. ICLR 2025Preference Diffusion for Recommendation
948. ICLR 2025Preference Optimization for Reasoning with Pseudo Feedback
949. ICLR 2025Privacy Auditing of Large Language Models
950. ICLR 2025Privately Counting Partially Ordered Data

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。