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
438 papers, page 1 of 9
- CVPR 2023A Meta-Learning Approach to Predicting Performance and Data Requirements
- CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
- CVPR 2023A Unified Spatial-Angular Structured Light for Single-View Acquisition of Shape and Reflectance
- CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
- CVPR 2023Advancing Visual Grounding With Scene Knowledge: Benchmark and Method
- CVPR 2023Align and Attend: Multimodal Summarization With Dual Contrastive Losses
- CVPR 2023An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions
- CVPR 2023Analyzing and Diagnosing Pose Estimation With Attributions
- CVPR 2023Architecture, Dataset and Model-Scale Agnostic Data-Free Meta-Learning
- CVPR 2023Automatic High Resolution Wire Segmentation and Removal
- CVPR 2023BASiS: Batch Aligned Spectral Embedding Space
- CVPR 2023Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning
- CVPR 2023Bitstream-Corrupted JPEG Images Are Restorable: Two-Stage Compensation and Alignment Framework for Image Restoration
- CVPR 2023Blemish-Aware and Progressive Face Retouching With Limited Paired Data
- CVPR 2023Bootstrapping Objectness From Videos by Relaxed Common Fate and Visual Grouping
- CVPR 2023Burstormer: Burst Image Restoration and Enhancement Transformer
- CVPR 2023CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss
- CVPR 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects
- CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
- CVPR 2023CLAMP: Prompt-Based Contrastive Learning for Connecting Language and Animal Pose
- CVPR 2023Clover: Towards a Unified Video-Language Alignment and Fusion Model
- CVPR 2023Complementary Intrinsics From Neural Radiance Fields and CNNs for Outdoor Scene Relighting
- CVPR 2023Compositor: Bottom-Up Clustering and Compositing for Robust Part and Object Segmentation
- CVPR 2023Context-Aware Alignment and Mutual Masking for 3D-Language Pre-Training
- CVPR 2023CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition With Variational Alignment
- CVPR 2023Decoupling Human and Camera Motion From Videos in the Wild
- CVPR 2023Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
- CVPR 2023Deep Incomplete Multi-View Clustering With Cross-View Partial Sample and Prototype Alignment
- CVPR 2023Defining and Quantifying the Emergence of Sparse Concepts in DNNs
- CVPR 2023Diffusion-Based Generation, Optimization, and Planning in 3D Scenes
- CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
- CVPR 2023DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction
- CVPR 2023DistractFlow: Improving Optical Flow Estimation via Realistic Distractions and Pseudo-Labeling
- CVPR 2023DNF: Decouple and Feedback Network for Seeing in the Dark
- CVPR 2023Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis
- CVPR 2023DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment
- CVPR 2023EDA: Explicit Text-Decoupling and Dense Alignment for 3D Visual Grounding
- CVPR 2023Efficient Map Sparsification Based on 2D and 3D Discretized Grids
- CVPR 2023EXCALIBUR: Encouraging and Evaluating Embodied Exploration
- CVPR 2023EXIF As Language: Learning Cross-Modal Associations Between Images and Camera Metadata
- CVPR 2023Exploring and Utilizing Pattern Imbalance
- CVPR 2023Exploring Motion Ambiguity and Alignment for High-Quality Video Frame Interpolation
- CVPR 2023Feature Alignment and Uniformity for Test Time Adaptation
- CVPR 2023Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment
- CVPR 2023Frame Flexible Network
- CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
- CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
- CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
- CVPR 2023Generalist: Decoupling Natural and Robust Generalization
- CVPR 2023Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization
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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.