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
875 papers, page 3 of 18
- CVPR 2024SpiderMatch: 3D Shape Matching with Global Optimality and Geometric Consistency
- CVPR 2024Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment
- CVPR 2024SRTube: Video-Language Pre-Training with Action-Centric Video Tube Features and Semantic Role Labeling
- CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
- CVPR 2024Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
- CVPR 2024Synergistic Global-space Camera and Human Reconstruction from Videos
- CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
- CVPR 2024Targeted Representation Alignment for Open-World Semi-Supervised Learning
- CVPR 2024Text-conditional Attribute Alignment across Latent Spaces for 3D Controllable Face Image Synthesis
- CVPR 2024Towards Accurate and Robust Architectures via Neural Architecture Search
- CVPR 2024Towards HDR and HFR Video from Rolling-Mixed-Bit Spikings
- CVPR 2024Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network
- CVPR 2024TurboSL: Dense Accurate and Fast 3D by Neural Inverse Structured Light
- CVPR 2024UFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and Unfavorable Sets
- CVPR 2024Unifying Automatic and Interactive Matting with Pretrained ViTs
- CVPR 2024Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
- CVPR 2024Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning
- CVPR 2024Using Human Feedback to Fine-tune Diffusion Models without Any Reward Model
- CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
- CVPR 2024VAREN: Very Accurate and Realistic Equine Network
- CVPR 2024VideoCon: Robust Video-Language Alignment via Contrast Captions
- CVPR 2024VidLA: Video-Language Alignment at Scale
- CVPR 2024VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning
- CVPR 2024Weakly Misalignment-free Adaptive Feature Alignment for UAVs-based Multimodal Object Detection
- CVPR 2024When Visual Grounding Meets Gigapixel-level Large-scale Scenes: Benchmark and Approach
- ICLR 2024#InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language Models
- ICLR 2024A Data-Driven Measure of Relative Uncertainty for Misclassification Detection
- ICLR 2024A unique M-pattern for micro-expression spotting in long videos
- ICLR 2024Adversarial Training Should Be Cast as a Non-Zero-Sum Game
- ICLR 2024Align With Purpose: Optimize Desired Properties in CTC Models with a General Plug-and-Play Framework
- ICLR 2024Aligning Relational Learning with Lipschitz Fairness
- ICLR 2024An Analytical Solution to Gauss-Newton Loss for Direct Image Alignment
- ICLR 2024An Emulator for Fine-tuning Large Language Models using Small Language Models
- ICLR 2024An Investigation of Representation and Allocation Harms in Contrastive Learning
- ICLR 2024An Unforgeable Publicly Verifiable Watermark for Large Language Models
- ICLR 2024ArchLock: Locking DNN Transferability at the Architecture Level with a Zero-Cost Binary Predictor
- ICLR 2024ARGS: Alignment as Reward-Guided Search
- ICLR 2024AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models
- ICLR 2024Backdoor Contrastive Learning via Bi-level Trigger Optimization
- ICLR 2024BadEdit: Backdooring Large Language Models by Model Editing
- ICLR 2024Benchmarking and Improving Generator-Validator Consistency of Language Models
- ICLR 2024Beyond Imitation: Leveraging Fine-grained Quality Signals for Alignment
- ICLR 2024Beyond Memorization: Violating Privacy via Inference with Large Language Models
- ICLR 2024Beyond Reverse KL: Generalizing Direct Preference Optimization with Diverse Divergence Constraints
- ICLR 2024Beyond task performance: evaluating and reducing the flaws of large multimodal models with in-context-learning
- ICLR 2024Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs
- ICLR 2024Breaking Physical and Linguistic Borders: Multilingual Federated Prompt Tuning for Low-Resource Languages
- ICLR 2024BRUSLEATTACK: A QUERY-EFFICIENT SCORE- BASED BLACK-BOX SPARSE ADVERSARIAL ATTACK
- ICLR 2024Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression
- ICLR 2024CAS: A Probability-Based Approach for Universal Condition Alignment Score
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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.