Alignment and Safety papers, 2023–2026
RLHF, preference optimization, red-teaming, and safety alignment
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 4,558 papers are tagged with this topic.
Key findings
- Alignment and Safety went from 438 papers in 2023 to 1,882 in 2026, roughly 4.3x in three years.
- NeurIPS publishes the most Alignment and Safety work: 1,421 papers from 2023 to 2026, 31% of the four-venue total.
- The fastest-growing overlap is with Social aspects · safety: papers tagged with both rose from 0 in 2023 to 137 in 2026.
- Among the 5 topics under Alignment and Responsible AI, it ranks #1 by 2026 paper count; the fastest grower in the group, Social aspects · safety, is up 93x versus 4.3x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 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 |
Representative papers
Spread across years and venues so every edition shows up
- 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
All Alignment and Safety papers
875 papers, page 4 of 18
- ICLR 2024Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation
- ICLR 2024Chain of Hindsight aligns Language Models with Feedback
- ICLR 2024Classification with Conceptual Safeguards
- ICLR 2024Compositional Preference Models for Aligning LMs
- ICLR 2024Compressing LLMs: The Truth is Rarely Pure and Never Simple
- ICLR 2024Confidential-DPproof: Confidential Proof of Differentially Private Training
- ICLR 2024Confronting Reward Model Overoptimization with Constrained RLHF
- ICLR 2024Continual Learning in the Presence of Spurious Correlations: Analyses and a Simple Baseline
- ICLR 2024Contrastive Preference Learning: Learning from Human Feedback without Reinforcement Learning
- ICLR 2024Correlated Noise Provably Beats Independent Noise for Differentially Private Learning
- ICLR 2024CPPO: Continual Learning for Reinforcement Learning with Human Feedback
- ICLR 2024Curiosity-driven Red-teaming for Large Language Models
- ICLR 2024Debiasing Attention Mechanism in Transformer without Demographics
- ICLR 2024Decongestion by Representation: Learning to Improve Economic Welfare in Marketplaces
- ICLR 2024Defining and extracting generalizable interaction primitives from DNNs
- ICLR 2024Demonstration-Regularized RL
- ICLR 2024DENEVIL: TOWARDS DECIPHERING AND NAVIGATING THE ETHICAL VALUES OF LARGE LANGUAGE MODELS VIA INSTRUCTION LEARNING
- ICLR 2024Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy
- ICLR 2024Detecting Pretraining Data from Large Language Models
- ICLR 2024Distributional Preference Learning: Understanding and Accounting for Hidden Context in RLHF
- ICLR 2024DP-SGD Without Clipping: The Lipschitz Neural Network Way
- ICLR 2024Early Neuron Alignment in Two-layer ReLU Networks with Small Initialization
- ICLR 2024Effective and Efficient Federated Tree Learning on Hybrid Data
- ICLR 2024Enabling Lanuguage Models to Implicitly Learn Self-Improvement
- ICLR 2024Eureka: Human-Level Reward Design via Coding Large Language Models
- ICLR 2024Expressivity of ReLU-Networks under Convex Relaxations
- ICLR 2024f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization
- ICLR 2024Fair and Efficient Contribution Valuation for Vertical Federated Learning
- ICLR 2024Faster Approximation of Probabilistic and Distributional Values via Least Squares
- ICLR 2024FedImpro: Measuring and Improving Client Update in Federated Learning
- ICLR 2024FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data
- ICLR 2024Few-Shot Detection of Machine-Generated Text using Style Representations
- ICLR 2024Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!
- ICLR 2024Fine-Tuning Language Models for Factuality
- ICLR 2024Finetuning Text-to-Image Diffusion Models for Fairness
- ICLR 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets
- ICLR 2024Gaining Wisdom from Setbacks: Aligning Large Language Models via Mistake Analysis
- ICLR 2024Generative Judge for Evaluating Alignment
- ICLR 2024GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher
- ICLR 2024Group Preference Optimization: Few-Shot Alignment of Large Language Models
- ICLR 2024How to Catch an AI Liar: Lie Detection in Black-Box LLMs by Asking Unrelated Questions
- ICLR 2024Identifying the Risks of LM Agents with an LM-Emulated Sandbox
- ICLR 2024Implicit Neural Representations and the Algebra of Complex Wavelets
- ICLR 2024Improving Generalization of Alignment with Human Preferences through Group Invariant Learning
- ICLR 2024Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach
- ICLR 2024Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models
- ICLR 2024Language Model Decoding as Direct Metrics Optimization
- ICLR 2024Language Model Inversion
- ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
- ICLR 2024LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
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FAQ
- How many Alignment and Safety papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 4,558 in total: 438 in 2023, 875 in 2024, 1,363 in 2025, 1,882 in 2026.
- How many Alignment and Safety papers are at NeurIPS 2026?
- NeurIPS 2026 has 480 Alignment and Safety papers, versus 455 the year before.
- How many Alignment and Safety papers are at ICLR 2026?
- ICLR 2026 has 623 Alignment and Safety papers, versus 473 the year before.
- How many Alignment and Safety papers are at ICML 2026?
- ICML 2026 has 551 Alignment and Safety papers, versus 300 the year before.
- How many Alignment and Safety papers are at CVPR 2026?
- CVPR 2026 has 228 Alignment and Safety papers, versus 135 the year before.
- Which conference publishes the most Alignment and Safety papers?
- NeurIPS, with 1,421 papers from 2023 to 2026.