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

Papers per year

Papers per venue

Counts by year and venue

Alignment and Safety papers by year and venue
YearNeurIPSICLRICMLCVPRTotal
202313887101112438
2024348156246125875
20254554733001351,363
20264806235512281,882

Representative papers

Spread across years and venues so every edition shows up

All Alignment and Safety papers

4,558 papers, page 8 of 92

  1. ICLR 2026Curation Leaks: Membership Inference Attacks against Data Curation for Machine Learning
  2. ICLR 2026D&R: Recovery-based AI-Generated Text Detection via a Single Black-box LLM Call
  3. ICLR 2026Data Aware and Scalable Sensitivity Analysis for Decision Tree Ensembles
  4. ICLR 2026Data Selection for LLM Alignment Using Fine-Grained Preferences
  5. ICLR 2026DecAlign: Hierarchical Cross-Modal Alignment for Decoupled Multimodal Representation Learning
  6. ICLR 2026Decomposing Extrapolative Problem Solving: Spatial Transfer and Length Scaling with Map Worlds
  7. ICLR 2026Decoupling Primitive with Experts: Dynamic Feature Alignment for Compositional Zero-Shot Learning
  8. ICLR 2026Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs
  9. ICLR 2026Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios
  10. ICLR 2026Defending against Backdoor Attacks via Module Switching
  11. ICLR 2026DeRaDiff: Denoising Time Realignment of Diffusion Models
  12. ICLR 2026Developmental Federated Tuning: A Cognitive-Inspired Paradigm for Efficient LLM Adaptation
  13. ICLR 2026Differentially Private Domain Discovery
  14. ICLR 2026DiffuGuard: How Intrinsic Safety is Lost and Found in Diffusion Large Language Models
  15. ICLR 2026Diffusion Alignment as Variataional Expectation-Maximization
  16. ICLR 2026Diffusion Negative Preference Optimization Made Simple
  17. ICLR 2026Direct Preference Optimization for Primitive-Enabled Hierarchical RL: A Bilevel Approach
  18. ICLR 2026Direct Reward Fine-Tuning on Poses for Single Image to 3D Human in the Wild
  19. ICLR 2026Discern Truth from Falsehood: Reducing Over-Refusal via Contrastive Refinement
  20. ICLR 2026Discrete Diffusion Trajectory Alignment via Stepwise Decomposition
  21. ICLR 2026Disentangling Length Bias in Preference Learning via Response-Conditioned Modeling
  22. ICLR 2026Disentangling the Factors of Convergence between Brains and Computer Vision Models
  23. ICLR 2026Displacement-Resistant Extensions of DPO with Nonconvex $f$-Divergences
  24. ICLR 2026DistDF: Time-series Forecasting Needs Joint-distribution Wasserstein Alignment
  25. ICLR 2026Distilling the Thought, Watermarking the Answer: A Principle Semantic Guided Watermark for Reasoning Large Language Models
  26. ICLR 2026Distributional Vision-Language Alignment by Cauchy-Schwarz Divergence
  27. ICLR 2026DIVERSE: Disagreement-Inducing Vector Evolution for Rashomon Set Exploration
  28. ICLR 2026Do Large Language Models Know What They Are Capable Of?
  29. ICLR 2026Don't Forget Its Variance! The Minimum Path Variance Principle for Accurate and Stable Score-Based Models
  30. ICLR 2026Don't Shift the Trigger: Robust Gradient Ascent for Backdoor Unlearning
  31. ICLR 2026Doubly-Regressing Approach for Subgroup Fairness
  32. ICLR 2026Doubly-Robust LLM-as-a-Judge: Externally Valid Estimation with Imperfect Personas
  33. ICLR 2026Downgrade to Upgrade: Optimizer Simplification Enhances Robustness in LLM Unlearning
  34. ICLR 2026DreamCS: Geometry-Aware Text-to-3D Generation with Unpaired 3D Reward Supervision
  35. ICLR 2026DRIFT: Divergent Response in Filtered Transformations for Robust Adversarial Defense
  36. ICLR 2026DRIFT: Learning from Abundant User Dissatisfaction in Real-World Preference Learning
  37. ICLR 2026Dropping Just a Handful of Preferences Can Change Top Large Language Model Rankings
  38. ICLR 2026DrugTrail: Explainable Drug Discovery via Structured Reasoning and Druggability‑Tailored Preference Optimization
  39. ICLR 2026Dual Randomized Smoothing: Beyond Global Noise Variance
  40. ICLR 2026Dual-Branch Representations with Dynamic Gated Fusion and Triple-Granularity Alignment for Deep Multi-View Clustering
  41. ICLR 2026Dual-IPO: Dual-Iterative Preference Optimization for Text-to-Video Generation
  42. ICLR 2026Dual-Path Condition Alignment for Diffusion Transformers
  43. ICLR 2026Dual-Space Smoothness for Robust and Balanced LLM Unlearning
  44. ICLR 2026DUET: DISTILLED LLM UNLEARNING FROM AN EFFICIENTLY CONTEXTUALIZED TEACHER
  45. ICLR 2026DuPO: Enabling Reliable Self-Verification via Dual Preference Optimization
  46. ICLR 2026DVLA-RL: Dual-Level Vision–Language Alignment with Reinforcement Learning Gating for Few-Shot Learning
  47. ICLR 2026DynaGuard: A Dynamic Guardian Model With User-Defined Policies
  48. ICLR 2026Dynamic Reflections: Probing Video Representations with Text Alignment
  49. ICLR 2026Dyslexify: A Mechanistic Defense Against Typographic Attacks in CLIP
  50. ICLR 2026EAMET: ROBUST MASSIVE MODEL EDITING VIA EMBEDDING ALIGNMENT OPTIMIZATION

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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.

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