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
1,882 papers, page 1 of 38
- CVPR 2026A Combination of Noise and Bilateral Filters Achieve Supralinear and
- CVPR 2026ActivePolicy Active Gaussian Reconstruction and Optimization Strategy Based on Global-Local
- CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and
- CVPR 2026Adversarial Style Optimization Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers
- CVPR 2026Aligning Multi-Character Narrative Image Generation with Multi-Aspect Human Preferences
- CVPR 2026AlignPose Generalizable 6D Pose Estimation via Multi-view Feature-metric Alignment
- CVPR 2026All in One Unifying Deepfake Detection Tampering Localization and Source
- CVPR 2026Anchoring the Mind of Multimodal Reasoners Cognitive Bias as a
- CVPR 2026Ar2Can An Architect and an Artist Leveraging a Canvas for
- CVPR 2026Avatar Forcing Real-Time Interactive Head Avatar Generation for Natural Conversation
- CVPR 2026AviaSafe A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts
- CVPR 2026BackSplit The Importance of Sub-dividing the Background in Biomedical Lesion
- CVPR 2026Batman Benign Knowledge Alignment Through Malicious Null Space in Federated
- CVPR 2026Benchmarking Endoscopic Surgical Image Restoration and Beyond
- CVPR 2026Beyond Duality A Hybrid Framework of Leveraging Shared and Private
- CVPR 2026Beyond Euclidean Gossip KL-Barycentric Consensus on Heterogeneous and Imbalanced Images
- CVPR 2026Beyond Matching to Tiles Bridging Unaligned Aerial and Satellite Views
- CVPR 2026Beyond Myopic Alignment Lookahead Optimization for Online Class-Incremental Learning
- CVPR 2026Beyond Sequential Tools A Unified VLM Agent System for Photographic
- CVPR 2026Beyond Strict Pairing Arbitrarily Paired Training for High-Performance Infrared and
- CVPR 2026Bias at the End of the Score
- CVPR 2026BioVITA Biological Dataset Model and Benchmark for Visual-Textual-Acoustic Alignment
- CVPR 2026Boosting Self-Supervised Tracking with Contextual Prompts and Noise Learning
- CVPR 2026Boosting Visual Reprogramming for CLIP with Dual Granularity Alignment
- CVPR 2026Bridging Domain Expertise and Generalization for Performance Estimation
- CVPR 2026Bridging Pixels and Words Mask-Aware Local Semantic Fusion for Multimodal
- CVPR 2026CATNet Collaborative Alignment and Transformation Network for Cooperative Perception
- CVPR 2026CHEEM Continual Learning by Reuse New Adapt and Skip -
- CVPR 2026Circular-DPO Aligning Multi-Stage 3D Generative Models via Preference Feedback Loop
- CVPR 2026Clothe and Pose
- CVPR 2026CoIn Coverage and Informativeness-Guided Token Reduction for Efficient Large Multimodal
- CVPR 2026ColorFLUX A Structure-Color Decoupling Framework for Old Photo Colorization
- CVPR 2026Compositional Text-to-Image Generation Via Region-aware Bimodal Direct Preference Optimization
- CVPR 2026Consensus vs. Controversy Mapping the Decision Space Where Architectures Diverge
- CVPR 2026Copy-Transform-Paste Zero-Shot Object-Object Alignment Guided by Vision-Language and Geometric Constraints
- CVPR 2026CoV-Align Efficient Fine-grained Cross-Modal Alignment with Cohesive Visual Semantics Priority
- CVPR 2026CRAFT Aligning Diffusion Models with Fine-Tuning Is Easier Than You
- CVPR 2026Cross-modal Fuzzy Alignment Network for Text-Aerial Person Retrieval and A
- CVPR 2026Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark
- CVPR 2026CUBic Coordinated Unified Bimanual Perception and Control Framework
- CVPR 2026CVA Context-aware Video-text Alignment for Video Temporal Grounding
- CVPR 2026D2-FOSA Dual-Diffusion Guided EEG-to-Image Reconstruction with Frequency-Oriented Semantic Alignment
- CVPR 2026DA-Mamba Learning Domain-Aware State Space Model for Global-Local Alignment in
- CVPR 2026Decompose and Transfer CoT-Prompting Enhanced Alignment for Open-Vocabulary Temporal Action
- CVPR 2026DeepProtect Proactive Face-Swapping Defense using Identity Blending and Attribute Distortion
- CVPR 2026Deformable Gaussian Occupancy Decoupling Rigid and Nonrigid Motion with Factorized
- CVPR 2026Den-TP A Density-Balanced Data Curation and Evaluation Framework for Trajectory
- CVPR 2026DETACH Decomposed Spatio-Temporal Alignment for Exocentric Video and Ambient
- CVPR 2026Domain-Skewed Federated Learning with Feature Decoupling and Calibration
- CVPR 2026Dr.Occ Depth- and Region-Guided 3D Occupancy from Surround-View Cameras for
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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.