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
4,558 papers, page 74 of 92
- ICML 2024Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value
- ICML 2024MLI Formula: A Nearly Scale-Invariant Solution with Noise Perturbation
- ICML 2024Model Alignment as Prospect Theoretic Optimization
- ICML 2024Model Assessment and Selection under Temporal Distribution Shift
- ICML 2024Momentum Particle Maximum Likelihood
- ICML 2024Monotone, Bi-Lipschitz, and Polyak-Łojasiewicz Networks
- ICML 2024Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy
- ICML 2024MusicRL: Aligning Music Generation to Human Preferences
- ICML 2024Naive Bayes Classifiers over Missing Data: Decision and Poisoning
- ICML 2024Nash Learning from Human Feedback
- ICML 2024Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization
- ICML 2024Nonlinear Filtering with Brenier Optimal Transport Maps
- ICML 2024ODIN: Disentangled Reward Mitigates Hacking in RLHF
- ICML 2024On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning
- ICML 2024On the Convergence of Projected Bures-Wasserstein Gradient Descent under Euclidean Strong Convexity
- ICML 2024On the Duality Between Sharpness-Aware Minimization and Adversarial Training
- ICML 2024One for All: A Universal Generator for Concept Unlearnability via Multi-Modal Alignment
- ICML 2024Optimal Acceleration for Minimax and Fixed-Point Problems is Not Unique
- ICML 2024Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks
- ICML 2024OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models
- ICML 2024OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization
- ICML 2024OT-CLIP: Understanding and Generalizing CLIP via Optimal Transport
- ICML 2024Overcoming Data and Model heterogeneities in Decentralized Federated Learning via Synthetic Anchors
- ICML 2024Pairwise Alignment Improves Graph Domain Adaptation
- ICML 2024PARDEN, Can You Repeat That? Defending against Jailbreaks via Repetition
- ICML 2024PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation
- ICML 2024Perfect Alignment May be Poisonous to Graph Contrastive Learning
- ICML 2024Perturb-and-Project: Differentially Private Similarities and Marginals
- ICML 2024Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach
- ICML 2024PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer
- ICML 2024Position: A Roadmap to Pluralistic Alignment
- ICML 2024Position: A Safe Harbor for AI Evaluation and Red Teaming
- ICML 2024Position: Beyond Personhood: Agency, Accountability, and the Limits of Anthropomorphic Ethical Analysis
- ICML 2024Position: Evolving AI Collectives Enhance Human Diversity and Enable Self-Regulation
- ICML 2024Position: Explain to Question not to Justify
- ICML 2024Position: Intent-aligned AI Systems Must Optimize for Agency Preservation
- ICML 2024Position: Near to Mid-term Risks and Opportunities of Open-Source Generative AI
- ICML 2024Position: Technical Research and Talent is Needed for Effective AI Governance
- ICML 2024Position: The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning
- ICML 2024Position: Towards Unified Alignment Between Agents, Humans, and Environment
- ICML 2024Position: TrustLLM: Trustworthiness in Large Language Models
- ICML 2024Positive and Unlabeled Learning with Controlled Probability Boundary Fence
- ICML 2024Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models
- ICML 2024Pricing with Contextual Elasticity and Heteroscedastic Valuation
- ICML 2024Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF
- ICML 2024Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems
- ICML 2024Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo
- ICML 2024Promoting External and Internal Equities Under Ex-Ante/Ex-Post Metrics in Online Resource Allocation
- ICML 2024Prompting4Debugging: Red-Teaming Text-to-Image Diffusion Models by Finding Problematic Prompts
- ICML 2024Provably Robust DPO: Aligning Language Models with Noisy Feedback
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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.