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
473 papers, page 7 of 10
- ICLR 2025On the Adversarial Vulnerability of Label-Free Test-Time Adaptation
- ICLR 2025On the Hölder Stability of Multiset and Graph Neural Networks
- ICLR 2025On the Price of Differential Privacy for Hierarchical Clustering
- ICLR 2025On the Role of Attention Heads in Large Language Model Safety
- ICLR 2025On-the-fly Preference Alignment via Principle-Guided Decoding
- ICLR 2025One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment
- ICLR 2025Online Preference Alignment for Language Models via Count-based Exploration
- ICLR 2025Online-to-Offline RL for Agent Alignment
- ICLR 2025Pacmann: Efficient Private Approximate Nearest Neighbor Search
- ICLR 2025PAD: Personalized Alignment of LLMs at Decoding-time
- ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
- ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
- ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
- ICLR 2025Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs
- ICLR 2025Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents
- ICLR 2025Persistent Pre-training Poisoning of LLMs
- ICLR 2025Personality Alignment of Large Language Models
- ICLR 2025PersonalLLM: Tailoring LLMs to Individual Preferences
- ICLR 2025PFGuard: A Generative Framework with Privacy and Fairness Safeguards
- ICLR 2025PiCO: Peer Review in LLMs based on Consistency Optimization
- ICLR 2025Plastic Learning with Deep Fourier Features
- ICLR 2025Policy Design in Long-run Welfare Dynamics
- ICLR 2025Post-hoc Reward Calibration: A Case Study on Length Bias
- ICLR 2025Preference Diffusion for Recommendation
- ICLR 2025Preference Optimization for Reasoning with Pseudo Feedback
- ICLR 2025Privacy Auditing of Large Language Models
- ICLR 2025Privately Counting Partially Ordered Data
- ICLR 2025Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility
- ICLR 2025ProAdvPrompter: A Two-Stage Journey to Effective Adversarial Prompting for LLMs
- ICLR 2025Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution
- ICLR 2025Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models
- ICLR 2025Programming Refusal with Conditional Activation Steering
- ICLR 2025Prompting Fairness: Integrating Causality to Debias Large Language Models
- ICLR 2025ProtoSnap: Prototype Alignment For Cuneiform Signs
- ICLR 2025Provable Robust Overfitting Mitigation in Wasserstein Distributionally Robust Optimization
- ICLR 2025Provable weak-to-strong generalization via benign overfitting
- ICLR 2025Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning
- ICLR 2025Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks
- ICLR 2025Provably Safeguarding a Classifier from OOD and Adversarial Samples
- ICLR 2025Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation
- ICLR 2025QA-Calibration of Language Model Confidence Scores
- ICLR 2025QPM: Discrete Optimization for Globally Interpretable Image Classification
- ICLR 2025RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization
- ICLR 2025Reassessing How to Compare and Improve the Calibration of Machine Learning Models
- ICLR 2025Reconciling Model Multiplicity for Downstream Decision Making
- ICLR 2025Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
- ICLR 2025Refine Knowledge of Large Language Models via Adaptive Contrastive Learning
- ICLR 2025REFINE: Inversion-Free Backdoor Defense via Model Reprogramming
- ICLR 2025Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF
- ICLR 2025Regretful Decisions under Label Noise
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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.