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

156 papers, page 2 of 4

  1. ICLR 2024Expressivity of ReLU-Networks under Convex Relaxations
  2. ICLR 2024f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization
  3. ICLR 2024Fair and Efficient Contribution Valuation for Vertical Federated Learning
  4. ICLR 2024Faster Approximation of Probabilistic and Distributional Values via Least Squares
  5. ICLR 2024FedImpro: Measuring and Improving Client Update in Federated Learning
  6. ICLR 2024FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data
  7. ICLR 2024Few-Shot Detection of Machine-Generated Text using Style Representations
  8. ICLR 2024Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!
  9. ICLR 2024Fine-Tuning Language Models for Factuality
  10. ICLR 2024Finetuning Text-to-Image Diffusion Models for Fairness
  11. ICLR 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets
  12. ICLR 2024Gaining Wisdom from Setbacks: Aligning Large Language Models via Mistake Analysis
  13. ICLR 2024Generative Judge for Evaluating Alignment
  14. ICLR 2024GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher
  15. ICLR 2024Group Preference Optimization: Few-Shot Alignment of Large Language Models
  16. ICLR 2024How to Catch an AI Liar: Lie Detection in Black-Box LLMs by Asking Unrelated Questions
  17. ICLR 2024Identifying the Risks of LM Agents with an LM-Emulated Sandbox
  18. ICLR 2024Implicit Neural Representations and the Algebra of Complex Wavelets
  19. ICLR 2024Improving Generalization of Alignment with Human Preferences through Group Invariant Learning
  20. ICLR 2024Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach
  21. ICLR 2024Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models
  22. ICLR 2024Language Model Decoding as Direct Metrics Optimization
  23. ICLR 2024Language Model Inversion
  24. ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
  25. ICLR 2024LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
  26. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
  27. ICLR 2024Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models
  28. ICLR 2024Leveraging Generative Models for Unsupervised Alignment of Neural Time Series Data
  29. ICLR 2024Like Oil and Water: Group Robustness Methods and Poisoning Defenses May Be at Odds
  30. ICLR 2024LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
  31. ICLR 2024Making RL with Preference-based Feedback Efficient via Randomization
  32. ICLR 2024MAP IT to Visualize Representations
  33. ICLR 2024Masks, Signs, And Learning Rate Rewinding
  34. ICLR 2024MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback
  35. ICLR 2024Motif: Intrinsic Motivation from Artificial Intelligence Feedback
  36. ICLR 2024Multilingual Jailbreak Challenges in Large Language Models
  37. ICLR 2024NEFTune: Noisy Embeddings Improve Instruction Finetuning
  38. ICLR 2024Network Memory Footprint Compression Through Jointly Learnable Codebooks and Mappings
  39. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
  40. ICLR 2024Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice
  41. ICLR 2024On Bias-Variance Alignment in Deep Models
  42. ICLR 2024On the Fairness ROAD: Robust Optimization for Adversarial Debiasing
  43. ICLR 2024On the Generalization and Approximation Capacities of Neural Controlled Differential Equations
  44. ICLR 2024On the Over-Memorization During Natural, Robust and Catastrophic Overfitting
  45. ICLR 2024On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes
  46. ICLR 2024Optimal transport based adversarial patch to leverage large scale attack transferability
  47. ICLR 2024Overthinking the Truth: Understanding how Language Models Process False Demonstrations
  48. ICLR 2024PARL: A Unified Framework for Policy Alignment in Reinforcement Learning from Human Feedback
  49. ICLR 2024Plug-and-Play: An Efficient Post-training Pruning Method for Large Language Models
  50. ICLR 2024Privately Aligning Language Models with Reinforcement Learning

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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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