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

348 papers, page 4 of 7

  1. NeurIPS 2024Invisible Image Watermarks Are Provably Removable Using Generative AI
  2. NeurIPS 2024Iterative Reasoning Preference Optimization
  3. NeurIPS 2024JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models
  4. NeurIPS 2024Jailbreaking Large Language Models Against Moderation Guardrails via Cipher Characters
  5. NeurIPS 2024Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates
  6. NeurIPS 2024Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities
  7. NeurIPS 2024Kernel PCA for Out-of-Distribution Detection
  8. NeurIPS 2024Label Alignment Regularization for Distribution Shift
  9. NeurIPS 2024LACIE: Listener-Aware Finetuning for Calibration in Large Language Models
  10. NeurIPS 2024LAM3D: Large Image-Point Clouds Alignment Model for 3D Reconstruction from Single Image
  11. NeurIPS 2024Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases
  12. NeurIPS 2024Large Language Model Unlearning
  13. NeurIPS 2024Large Language Model Unlearning via Embedding-Corrupted Prompts
  14. NeurIPS 2024Large language model validity via enhanced conformal prediction methods
  15. NeurIPS 2024Latent Functional Maps: a spectral framework for representation alignment
  16. NeurIPS 2024Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks
  17. NeurIPS 2024Learning Human-like Representations to Enable Learning Human Values
  18. NeurIPS 2024Learning to Shape In-distribution Feature Space for Out-of-distribution Detection
  19. NeurIPS 2024Leveraging Catastrophic Forgetting to Develop Safe Diffusion Models against Malicious Finetuning
  20. NeurIPS 2024Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes
  21. NeurIPS 2024Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack
  22. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
  23. NeurIPS 2024LLM Evaluators Recognize and Favor Their Own Generations
  24. NeurIPS 2024Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation
  25. NeurIPS 2024Looks Too Good To Be True: An Information-Theoretic Analysis of Hallucinations in Generative Restoration Models
  26. NeurIPS 2024LT-Defense: Searching-free Backdoor Defense via Exploiting the Long-tailed Effect
  27. NeurIPS 2024Maia-2: A Unified Model for Human-AI Alignment in Chess
  28. NeurIPS 2024MALT Powers Up Adversarial Attacks
  29. NeurIPS 2024MaNo: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts
  30. NeurIPS 2024Many-shot Jailbreaking
  31. NeurIPS 2024Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs
  32. NeurIPS 2024Measuring Goal-Directedness
  33. NeurIPS 2024Measuring Per-Unit Interpretability at Scale Without Humans
  34. NeurIPS 2024MedSafetyBench: Evaluating and Improving the Medical Safety of Large Language Models
  35. NeurIPS 2024Mercury: A Code Efficiency Benchmark for Code Large Language Models
  36. NeurIPS 2024MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models
  37. NeurIPS 2024Mission Impossible: A Statistical Perspective on Jailbreaking LLMs
  38. NeurIPS 2024Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor
  39. NeurIPS 2024Mitigating Reward Overoptimization via Lightweight Uncertainty Estimation
  40. NeurIPS 2024MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
  41. NeurIPS 2024MoGU: A Framework for Enhancing Safety of LLMs While Preserving Their Usability
  42. NeurIPS 2024MoMu-Diffusion: On Learning Long-Term Motion-Music Synchronization and Correspondence
  43. NeurIPS 2024Multi-turn Reinforcement Learning with Preference Human Feedback
  44. NeurIPS 2024MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities
  45. NeurIPS 2024NanoBaseLib: A Multi-Task Benchmark Dataset for Nanopore Sequencing
  46. NeurIPS 2024Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
  47. NeurIPS 2024Navigating the Safety Landscape: Measuring Risks in Finetuning Large Language Models
  48. NeurIPS 2024Noise Contrastive Alignment of Language Models with Explicit Rewards
  49. NeurIPS 2024NoiseGPT: Label Noise Detection and Rectification through Probability Curvature
  50. NeurIPS 2024On scalable oversight with weak LLMs judging strong LLMs

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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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