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

623 papers, page 13 of 13

  1. ICLR 2026WARP: Weight Teleportation for Attack-Resilient Unlearning Protocols
  2. ICLR 2026Watch the Weights: Unsupervised monitoring and control of fine-tuned LLMs
  3. ICLR 2026Watch your steps: Dormant Adversarial Behaviors that Activate upon LLM Finetuning
  4. ICLR 2026WaterDrum: Watermark-based Data-centric Unlearning Metric
  5. ICLR 2026Watermark-based Attribution of AI-Generated Content
  6. ICLR 2026Weak-to-Strong Generalization with Failure Trajectories
  7. ICLR 2026What Do Large Language Models Know About Opinions?
  8. ICLR 2026What happens when generative AI models train recursively on each others' outputs?
  9. ICLR 2026What matters for Representation Alignment: Global Information or Spatial Structure?
  10. ICLR 2026What's In My Human Feedback? Learning Interpretable Descriptions of Preference Data
  11. ICLR 2026What's the plan? Metrics for implicit planning in LLMs and their application to rhyme generation
  12. ICLR 2026When Data is the Algorithm: A Systematic Study and Curation of Preference Optimization Datasets
  13. ICLR 2026When Language Models Lose Their Mind: The Consequences of Brain Misalignment
  14. ICLR 2026When Machine Learning Gets Personal: Evaluating Prediction and Explanation
  15. ICLR 2026When Priors Backfire: On the Vulnerability of Unlearnable Examples to Pretraining
  16. ICLR 2026When Style Breaks Safety: Defending LLMs Against Superficial Style Alignment
  17. ICLR 2026When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger
  18. ICLR 2026Where Did It Go Wrong? Attributing Undesirable LLM Behaviors via Representation Gradient Tracing
  19. ICLR 2026Why DPO is a Misspecified Estimator and How to Fix It
  20. ICLR 2026Will AI Tell Lies to Save Sick Children? Litmus-Testing AI Values Prioritization with AIRiskDilemmas
  21. ICLR 2026Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning
  22. ICLR 2026Your Agent May Misevolve: Emergent Risks in Self-evolving LLM Agents
  23. ICLR 2026Zero-Sacrifice Persistent-Robustness Adversarial Defense for Pre-Trained Encoders

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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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