对齐与安全论文趋势 2023–2026
RLHF、偏好优化、红队与安全对齐
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 4,558 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 138 | 87 | 101 | 112 | 438 |
| 2024 | 348 | 156 | 246 | 125 | 875 |
| 2025 | 455 | 473 | 300 | 135 | 1,363 |
| 2026 | 480 | 623 | 551 | 228 | 1,882 |
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 7 / 28 页
- ICLR 2025Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting
- ICLR 2025Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning
- ICLR 2025Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
- ICLR 2025Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration
- ICLR 2025FormalAlign: Automated Alignment Evaluation for Autoformalization
- ICLR 2025From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
- ICLR 2025From Search to Sampling: Generative Models for Robust Algorithmic Recourse
- ICLR 2025Functional Homotopy: Smoothing Discrete Optimization via Continuous Parameters for LLM Jailbreak Attacks
- ICLR 2025Gaussian Differentially Private Human Faces Under a Face Radial Curve Representation
- ICLR 2025GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment
- ICLR 2025Generalization and Distributed Learning of GFlowNets
- ICLR 2025Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs
- ICLR 2025Generative Classifiers Avoid Shortcut Solutions
- ICLR 2025Generative Monoculture in Large Language Models
- ICLR 2025Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection
- ICLR 2025Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization
- ICLR 2025GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring
- ICLR 2025Going Beyond Static: Understanding Shifts with Time-Series Attribution
- ICLR 2025GRAIN: Exact Graph Reconstruction from Gradients
- ICLR 2025Gramian Multimodal Representation Learning and Alignment
- ICLR 2025Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions
- ICLR 2025GSBA$^K$: $top$-$K$ Geometric Score-based Black-box Attack
- ICLR 2025Guaranteed Generation from Large Language Models
- ICLR 2025Gyrogroup Batch Normalization
- ICLR 2025h4rm3l: A Language for Composable Jailbreak Attack Synthesis
- ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
- ICLR 2025HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
- ICLR 2025HASARD: A Benchmark for Vision-Based Safe Reinforcement Learning in Embodied Agents
- ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
- ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
- ICLR 2025HERO: Human-Feedback Efficient Reinforcement Learning for Online Diffusion Model Finetuning
- ICLR 2025Hessian-Free Online Certified Unlearning
- ICLR 2025Higher-Order Graphon Neural Networks: Approximation and Cut Distance
- ICLR 2025How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
- ICLR 2025How Far Are We from True Unlearnability?
- ICLR 2025How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
- ICLR 2025How to Evaluate Reward Models for RLHF
- ICLR 2025How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions
- ICLR 2025Human-Aligned Chess With a Bit of Search
- ICLR 2025HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere
- ICLR 2025I Can Hear You: Selective Robust Training for Deepfake Audio Detection
- ICLR 2025Improved Techniques for Optimization-Based Jailbreaking on Large Language Models
- ICLR 2025Improving Data Efficiency via Curating LLM-Driven Rating Systems
- ICLR 2025Improving Language Model Distillation through Hidden State Matching
- ICLR 2025Improving Long-Text Alignment for Text-to-Image Diffusion Models
- ICLR 2025Indirect Gradient Matching for Adversarial Robust Distillation
- ICLR 2025Infilling Score: A Pretraining Data Detection Algorithm for Large Language Models
- ICLR 2025Injecting Universal Jailbreak Backdoors into LLMs in Minutes
- ICLR 2025Inspection and Control of Self-Generated-Text Recognition Ability in Llama3-8b-Instruct
- ICLR 2025Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查对齐与安全在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "alignment-and-safety"}
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。