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 1,363 篇，第 9 / 28 页

401. ICLR 2025MAP: Multi-Human-Value Alignment Palette
402. ICLR 2025Mask-DPO: Generalizable Fine-grained Factuality Alignment of LLMs
403. ICLR 2025Maximizing the Potential of Synthetic Data: Insights from Random Matrix Theory
404. ICLR 2025Measuring memorization in RLHF for code completion
405. ICLR 2025Measuring Non-Adversarial Reproduction of Training Data in Large Language Models
406. ICLR 2025MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs
407. ICLR 2025MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models
408. ICLR 2025Mind Control through Causal Inference: Predicting Clean Images from Poisoned Data
409. ICLR 2025Mitigate the Gap: Improving Cross-Modal Alignment in CLIP
410. ICLR 2025Mitigating Memorization in Language Models
411. ICLR 2025Mitigating Reward Over-Optimization in RLHF via Behavior-Supported Regularization
412. ICLR 2025Mitigating Spurious Correlations in Zero-Shot Multimodal Models
413. ICLR 2025Mitigating the Backdoor Effect for Multi-Task Model Merging via Safety-Aware Subspace
414. ICLR 2025Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment
415. ICLR 2025Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN
416. ICLR 2025MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models
417. ICLR 2025Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity
418. ICLR 2025Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions
419. ICLR 2025Monitoring Latent World States in Language Models with Propositional Probes
420. ICLR 2025Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning
421. ICLR 2025Moral Alignment for LLM Agents
422. ICLR 2025More RLHF, More Trust? On The Impact of Preference Alignment On Trustworthiness
423. ICLR 2025Multi-objective antibody design with constrained preference optimization
424. ICLR 2025Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence
425. ICLR 2025Near-Exact Privacy Amplification for Matrix Mechanisms
426. ICLR 2025Neural Interactive Proofs
427. ICLR 2025NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals
428. ICLR 2025No Preference Left Behind: Group Distributional Preference Optimization
429. ICLR 2025OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes
430. ICLR 2025On a Connection Between Imitation Learning and RLHF
431. ICLR 2025On Calibration of LLM-based Guard Models for Reliable Content Moderation
432. ICLR 2025On Evaluating the Durability of Safeguards for Open-Weight LLMs
433. ICLR 2025On Large Language Model Continual Unlearning
434. ICLR 2025On Linear Representations and Pretraining Data Frequency in Language Models
435. ICLR 2025On Targeted Manipulation and Deception when Optimizing LLMs for User Feedback
436. ICLR 2025On the Adversarial Vulnerability of Label-Free Test-Time Adaptation
437. ICLR 2025On the Hölder Stability of Multiset and Graph Neural Networks
438. ICLR 2025On the Price of Differential Privacy for Hierarchical Clustering
439. ICLR 2025On the Role of Attention Heads in Large Language Model Safety
440. ICLR 2025On-the-fly Preference Alignment via Principle-Guided Decoding
441. ICLR 2025One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment
442. ICLR 2025Online Preference Alignment for Language Models via Count-based Exploration
443. ICLR 2025Online-to-Offline RL for Agent Alignment
444. ICLR 2025Pacmann: Efficient Private Approximate Nearest Neighbor Search
445. ICLR 2025PAD: Personalized Alignment of LLMs at Decoding-time
446. ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
447. ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
448. ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
449. ICLR 2025Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs
450. ICLR 2025Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents

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。