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 1,421 篇，第 17 / 29 页

801. NeurIPS 2025Quantifying Uncertainty in Error Consistency: Towards Reliable Behavioral Comparison of Classifiers
802. NeurIPS 2025Quantile Reward Policy Optimization: Alignment with Pointwise Regression and Exact Partition Functions
803. NeurIPS 2025Ranking-based Preference Optimization for Diffusion Models from Implicit User Feedback
804. NeurIPS 2025Real-DRL: Teach and Learn in Reality
805. NeurIPS 2025Reasoning as an Adaptive Defense for Safety
806. NeurIPS 2025Rebalancing Contrastive Alignment with Bottlenecked Semantic Increments in Text-Video Retrieval
807. NeurIPS 2025Reconstruction and Secrecy under Approximate Distance Queries
808. NeurIPS 2025Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling
809. NeurIPS 2025Redefining Experts: Interpretable Decomposition of Language Models for Toxicity Mitigation
810. NeurIPS 2025Refusal Direction is Universal Across Safety-Aligned Languages
811. NeurIPS 2025Reinforcement Learning with Backtracking Feedback
812. NeurIPS 2025Reliably detecting model failures in deployment without labels
813. NeurIPS 2025RepGuard: Adaptive Feature Decoupling for Robust Backdoor Defense in Large Language Models
814. NeurIPS 2025ReplaceMe: Network Simplification via Depth Pruning and Transformer Block Linearization
815. NeurIPS 2025RePO: Understanding Preference Learning Through ReLU-Based Optimization
816. NeurIPS 2025Residual Stream Analysis of Overfitting And Structural Disruptions
817. NeurIPS 2025ResponseRank: Data-Efficient Reward Modeling through Preference Strength Learning
818. NeurIPS 2025RiOSWorld: Benchmarking the Risk of Multimodal Computer-Use Agents
819. NeurIPS 2025Risk Management for Mitigating Benchmark Failure Modes: BenchRisk
820. NeurIPS 2025Risk-aware Direct Preference Optimization under Nested Risk Measure
821. NeurIPS 2025Robust Cross-modal Alignment Learning for Cross-Scene Spatial Reasoning and Grounding
822. NeurIPS 2025Robust Distributed Estimation: Extending Gossip Algorithms to Ranking and Trimmed Means
823. NeurIPS 2025Robust LLM Alignment via Distributionally Robust Direct Preference Optimization
824. NeurIPS 2025RPG360: Robust 360 Depth Estimation with Perspective Foundation Models and Graph Optimization
825. NeurIPS 2025RSafe: Incentivizing proactive reasoning to build robust and adaptive LLM safeguards
826. NeurIPS 2025SAD Neural Networks: Divergent Gradient Flows and Asymptotic Optimality via o-minimal Structures
827. NeurIPS 2025Safe RLHF-V: Safe Reinforcement Learning from Multi-modal Human Feedback
828. NeurIPS 2025Safe-Sora: Safe Text-to-Video Generation via Graphical Watermarking
829. NeurIPS 2025SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment
830. NeurIPS 2025SafePTR: Token-Level Jailbreak Defense in Multimodal LLMs via Prune-then-Restore Mechanism
831. NeurIPS 2025Safety Depth in Large Language Models: A Markov Chain Perspective
832. NeurIPS 2025Safety Pretraining: Toward the Next Generation of Safe AI
833. NeurIPS 2025SafeVid: Toward Safety Aligned Video Large Multimodal Models
834. NeurIPS 2025SafeVLA: Towards Safety Alignment of Vision-Language-Action Model via Constrained Learning
835. NeurIPS 2025SAFEx: Analyzing Vulnerabilities of MoE-Based LLMs via Stable Safety-critical Expert Identification
836. NeurIPS 2025SAGE-Eval: Evaluating LLMs for Systematic Generalizations of Safety Facts
837. NeurIPS 2025Scalable Cross-View Sample Alignment for Multi-View Clustering with View Structure Similarity
838. NeurIPS 2025Scalable Valuation of Human Feedback through Provably Robust Model Alignment
839. NeurIPS 2025Scaling and context steer LLMs along the same computational path as the human brain
840. NeurIPS 2025Scaling Laws For Scalable Oversight
841. NeurIPS 2025Scaling Unlocks Broader Generation and Deeper Functional Understanding of Proteins
842. NeurIPS 2025SceneForge: Enhancing 3D-text alignment with Structured Scene Compositions
843. NeurIPS 2025scMRDR: A scalable and flexible framework for unpaired single-cell multi-omics data integration
844. NeurIPS 2025SECA: Semantically Equivalent and Coherent Attacks for Eliciting LLM Hallucinations
845. NeurIPS 2025Securing the Language of Life: Inheritable Watermarks from DNA Language Models to Proteins
846. NeurIPS 2025Security Challenges in AI Agent Deployment: Insights from a Large Scale Public Competition
847. NeurIPS 2025Seeing Sound, Hearing Sight: Uncovering Modality Bias and Conflict of AI models in Sound Localization
848. NeurIPS 2025Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization
849. NeurIPS 2025Self-Supervised Direct Preference Optimization for Text-to-Image Diffusion Models
850. NeurIPS 2025Semantic-guided Diverse Decoding for Large Language Model

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。