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

473 papers, page 7 of 10

  1. ICLR 2025On the Adversarial Vulnerability of Label-Free Test-Time Adaptation
  2. ICLR 2025On the Hölder Stability of Multiset and Graph Neural Networks
  3. ICLR 2025On the Price of Differential Privacy for Hierarchical Clustering
  4. ICLR 2025On the Role of Attention Heads in Large Language Model Safety
  5. ICLR 2025On-the-fly Preference Alignment via Principle-Guided Decoding
  6. ICLR 2025One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment
  7. ICLR 2025Online Preference Alignment for Language Models via Count-based Exploration
  8. ICLR 2025Online-to-Offline RL for Agent Alignment
  9. ICLR 2025Pacmann: Efficient Private Approximate Nearest Neighbor Search
  10. ICLR 2025PAD: Personalized Alignment of LLMs at Decoding-time
  11. ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
  12. ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
  13. ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
  14. ICLR 2025Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs
  15. ICLR 2025Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents
  16. ICLR 2025Persistent Pre-training Poisoning of LLMs
  17. ICLR 2025Personality Alignment of Large Language Models
  18. ICLR 2025PersonalLLM: Tailoring LLMs to Individual Preferences
  19. ICLR 2025PFGuard: A Generative Framework with Privacy and Fairness Safeguards
  20. ICLR 2025PiCO: Peer Review in LLMs based on Consistency Optimization
  21. ICLR 2025Plastic Learning with Deep Fourier Features
  22. ICLR 2025Policy Design in Long-run Welfare Dynamics
  23. ICLR 2025Post-hoc Reward Calibration: A Case Study on Length Bias
  24. ICLR 2025Preference Diffusion for Recommendation
  25. ICLR 2025Preference Optimization for Reasoning with Pseudo Feedback
  26. ICLR 2025Privacy Auditing of Large Language Models
  27. ICLR 2025Privately Counting Partially Ordered Data
  28. ICLR 2025Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility
  29. ICLR 2025ProAdvPrompter: A Two-Stage Journey to Effective Adversarial Prompting for LLMs
  30. ICLR 2025Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution
  31. ICLR 2025Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models
  32. ICLR 2025Programming Refusal with Conditional Activation Steering
  33. ICLR 2025Prompting Fairness: Integrating Causality to Debias Large Language Models
  34. ICLR 2025ProtoSnap: Prototype Alignment For Cuneiform Signs
  35. ICLR 2025Provable Robust Overfitting Mitigation in Wasserstein Distributionally Robust Optimization
  36. ICLR 2025Provable weak-to-strong generalization via benign overfitting
  37. ICLR 2025Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning
  38. ICLR 2025Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks
  39. ICLR 2025Provably Safeguarding a Classifier from OOD and Adversarial Samples
  40. ICLR 2025Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation
  41. ICLR 2025QA-Calibration of Language Model Confidence Scores
  42. ICLR 2025QPM: Discrete Optimization for Globally Interpretable Image Classification
  43. ICLR 2025RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization
  44. ICLR 2025Reassessing How to Compare and Improve the Calibration of Machine Learning Models
  45. ICLR 2025Reconciling Model Multiplicity for Downstream Decision Making
  46. ICLR 2025Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
  47. ICLR 2025Refine Knowledge of Large Language Models via Adaptive Contrastive Learning
  48. ICLR 2025REFINE: Inversion-Free Backdoor Defense via Model Reprogramming
  49. ICLR 2025Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF
  50. ICLR 2025Regretful Decisions under Label Noise

Ask about this trend from Claude or Cursor

Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.

Copy this prompt into your assistant

Use paperlist to show how Alignment and Safety papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.

Tool the assistant calls: get_topic_stats {"topic": "alignment-and-safety"}

Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)

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.

More in Alignment and Responsible AI