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
228 papers, page 3 of 5
- CVPR 2026LASER Layer-wise Scale Alignment for Training-Free Streaming 4D Reconstruction
- CVPR 2026LiDAR-to-4DRadar Diffusion Bridge via Cross-Modal Alignment and Translation in Latent
- CVPR 2026LightMover Generative Light Movement with Color and Intensity Controls
- CVPR 2026Linguistic Priors for Visual Decoupling Towards Symmetric Vision-Brain Alignment
- CVPR 2026Linking Modality Isolation in Heterogeneous Collaborative Perception
- CVPR 2026LiREC-Net A Target-Free and Learning-Based Network for LiDAR RGB and
- CVPR 2026LLaVAShield Safeguarding Multimodal Multi-Turn Dialogues in Vision-Language Models
- CVPR 2026Look Before You Fuse 2D-Guided Cross-Modal Alignment for Robust 3D
- CVPR 2026LVLM-Aided Alignment of Task-Specific Vision Models
- CVPR 2026Machine Unlearning via Adaptive Gradient Reweighting and Multi-stage Objective Optimization
- CVPR 2026MapReduce LoRA Advancing the Pareto Front in Multi-Preference Optimization for
- CVPR 2026MARSS Radar Semantic Segmentation via Modular Attention and State Space
- CVPR 2026Mask to Align Weight to Disambiguate Reliable Unsupervised Cross-Modal Hashing
- CVPR 2026MDCS-MoAME Multi-directional Composite Scanning with Mixture of Attention and Mamba
- CVPR 2026Measure The Feature Universe Topology-based Pseudo Labeling and Gravity Consistency
- CVPR 2026Mesh-Pro Asynchronous Advantage-guided Ranking Preference Optimization for Artist-style Quadrilateral Mesh
- CVPR 2026MeteorPred A Meteorological Multimodal Large Model and Dataset for Severe
- CVPR 2026MetricHMSR Metric Human Mesh and Scene Recovery from Monocular Images
- CVPR 2026Mind the Generative Details Direct Localized Detail Preference Optimization for
- CVPR 2026Mirror Illusion Art
- CVPR 2026MoBind Motion Binding for Fine-Grained IMU-Video Pose Alignment
- CVPR 2026MoD-DPO Towards Mitigating Cross-modal Hallucinations in Omni LLMs using Modality
- CVPR 2026MotionCrafter Dense Geometry and Motion Reconstruction with a 4D VAE
- CVPR 2026MTA Multimodal Task Alignment for BEV Perception and Captioning
- CVPR 2026Multi-level Causal LLM-based Text-to-Motion Generation with Human Alignment
- CVPR 2026Multi-speaker Attention Alignment for Multimodal Social Interaction
- CVPR 2026Multi-View Hierarchical Alignment Learning for Spatial Transcriptomics
- CVPR 2026MultiCrafter High-Fidelity Multi-Subject Generation via Disentangled Attention and Identity-Aware Preference
- CVPR 2026Muses Designing Composing Generating Nonexistent Fantasy 3D Creatures without Training
- CVPR 2026Neuro-Cognitive Reward Modeling for Human-Centered Autonomous Vehicle Control
- CVPR 2026NOWA Null-space Optical Watermark for Invisible Capture Fingerprinting and Tamper
- CVPR 2026Omni-Supervised Motion Editing Balancing Change and Invariance through Positive-Negative Learning
- CVPR 2026OmniFM Toward Modality-Robust and Task-Agnostic Federated Learning for Heterogeneous Medical
- CVPR 2026One-to-All Animation Alignment-Free Character Animation and Image Pose Transfer
- CVPR 2026OSPO Object-Centric Self-Improving Preference Optimization for Text-to-Image Generation
- CVPR 2026PAUL Uncertainty-Guided Partition and Augmentation for Robust Cross-View Geo-Localization under
- CVPR 2026phi-DPO Fairness Direct Preference Optimization Approach to Continual Learning in
- CVPR 2026Phrase-grounded APO for Improving Chest X-ray Report Generation
- CVPR 2026PhysGM Large Physical Gaussian Model for Feed-Forward 4D Synthesis
- CVPR 2026POGA Paraphrased and Oppositional Graph Alignment for Fine-Grained Cross-Modal Retrieval
- CVPR 2026Pointer-CAD Unifying B-Rep and Command Sequences via Pointer-based Edges
- CVPR 2026Preference-Aligned LoRA Merging Preserving Subspace Coverage and Addressing Directional Anisotropy
- CVPR 2026PrivSynth Alternating and Control-Based Optimization for Privacy and Utility in
- CVPR 2026Progressive Multi-cue Alignment for Unaligned RGBT Tracking
- CVPR 2026Quota-Calibrated Fine-Grained Alignment with Context-Aware Marginals for Text-based Person Retrieval
- CVPR 2026RealAppiance Let High-fidelity Appliance Assets Controllable and Workable as Aligned
- CVPR 2026Red-teaming Retrieval-Augmented Diffusion Models via Poisoning Knowledge Bases
- CVPR 2026Reevaluating the Intra-Modal Misalignment Hypothesis in CLIP
- CVPR 2026REL-SF4PASS Panoramic Semantic Segmentation with REL Depth Representation and Spherical
- CVPR 2026ReSAM Refine Requery and Reinforce Self-Prompting Point-Supervised Segmentation for Remote
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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.