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

875 papers, page 5 of 18

  1. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
  2. ICLR 2024Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models
  3. ICLR 2024Leveraging Generative Models for Unsupervised Alignment of Neural Time Series Data
  4. ICLR 2024Like Oil and Water: Group Robustness Methods and Poisoning Defenses May Be at Odds
  5. ICLR 2024LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
  6. ICLR 2024Making RL with Preference-based Feedback Efficient via Randomization
  7. ICLR 2024MAP IT to Visualize Representations
  8. ICLR 2024Masks, Signs, And Learning Rate Rewinding
  9. ICLR 2024MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback
  10. ICLR 2024Motif: Intrinsic Motivation from Artificial Intelligence Feedback
  11. ICLR 2024Multilingual Jailbreak Challenges in Large Language Models
  12. ICLR 2024NEFTune: Noisy Embeddings Improve Instruction Finetuning
  13. ICLR 2024Network Memory Footprint Compression Through Jointly Learnable Codebooks and Mappings
  14. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
  15. ICLR 2024Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice
  16. ICLR 2024On Bias-Variance Alignment in Deep Models
  17. ICLR 2024On the Fairness ROAD: Robust Optimization for Adversarial Debiasing
  18. ICLR 2024On the Generalization and Approximation Capacities of Neural Controlled Differential Equations
  19. ICLR 2024On the Over-Memorization During Natural, Robust and Catastrophic Overfitting
  20. ICLR 2024On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes
  21. ICLR 2024Optimal transport based adversarial patch to leverage large scale attack transferability
  22. ICLR 2024Overthinking the Truth: Understanding how Language Models Process False Demonstrations
  23. ICLR 2024PARL: A Unified Framework for Policy Alignment in Reinforcement Learning from Human Feedback
  24. ICLR 2024Plug-and-Play: An Efficient Post-training Pruning Method for Large Language Models
  25. ICLR 2024Privately Aligning Language Models with Reinforcement Learning
  26. ICLR 2024Quantifying and Enhancing Multi-modal Robustness with Modality Preference
  27. ICLR 2024Query-Dependent Prompt Evaluation and Optimization with Offline Inverse RL
  28. ICLR 2024Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How
  29. ICLR 2024RAIN: Your Language Models Can Align Themselves without Finetuning
  30. ICLR 2024RECOMBINER: Robust and Enhanced Compression with Bayesian Implicit Neural Representations
  31. ICLR 2024Respect the model: Fine-grained and Robust Explanation with Sharing Ratio Decomposition
  32. ICLR 2024Revisit and Outstrip Entity Alignment: A Perspective of Generative Models
  33. ICLR 2024Reward Model Ensembles Help Mitigate Overoptimization
  34. ICLR 2024Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models?
  35. ICLR 2024RLCD: Reinforcement Learning from Contrastive Distillation for LM Alignment
  36. ICLR 2024Robust Similarity Learning with Difference Alignment Regularization
  37. ICLR 2024Robustifying and Boosting Training-Free Neural Architecture Search
  38. ICLR 2024Safe and Robust Watermark Injection with a Single OoD Image
  39. ICLR 2024Safe RLHF: Safe Reinforcement Learning from Human Feedback
  40. ICLR 2024Safety-Tuned LLaMAs: Lessons From Improving the Safety of Large Language Models that Follow Instructions
  41. ICLR 2024SALMON: Self-Alignment with Instructable Reward Models
  42. ICLR 2024Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
  43. ICLR 2024SCHEMA: State CHangEs MAtter for Procedure Planning in Instructional Videos
  44. ICLR 2024Self-Alignment with Instruction Backtranslation
  45. ICLR 2024Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation
  46. ICLR 2024Self-supervised Pocket Pretraining via Protein Fragment-Surroundings Alignment
  47. ICLR 2024Set Learning for Accurate and Calibrated Models
  48. ICLR 2024SliceGPT: Compress Large Language Models by Deleting Rows and Columns
  49. ICLR 2024Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN
  50. ICLR 2024Statistical Rejection Sampling Improves Preference 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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