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 14 of 18

  1. NeurIPS 2024From Unstructured Data to In-Context Learning: Exploring What Tasks Can Be Learned and When
  2. NeurIPS 2024FUGAL: Feature-fortified Unrestricted Graph Alignment
  3. NeurIPS 2024Full-Distance Evasion of Pedestrian Detectors in the Physical World
  4. NeurIPS 2024Generalizable Person Re-identification via Balancing Alignment and Uniformity
  5. NeurIPS 2024Geometric-Averaged Preference Optimization for Soft Preference Labels
  6. NeurIPS 2024Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment
  7. NeurIPS 2024Gradient Cuff: Detecting Jailbreak Attacks on Large Language Models by Exploring Refusal Loss Landscapes
  8. NeurIPS 2024GREAT Score: Global Robustness Evaluation of Adversarial Perturbation using Generative Models
  9. NeurIPS 2024Group Robust Preference Optimization in Reward-free RLHF
  10. NeurIPS 2024Hallo3D: Multi-Modal Hallucination Detection and Mitigation for Consistent 3D Content Generation
  11. NeurIPS 2024HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection
  12. NeurIPS 2024HelpSteer 2: Open-source dataset for training top-performing reward models
  13. NeurIPS 2024HonestLLM: Toward an Honest and Helpful Large Language Model
  14. NeurIPS 2024Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning
  15. NeurIPS 2024HuRef: HUman-REadable Fingerprint for Large Language Models
  16. NeurIPS 2024Imitating Language via Scalable Inverse Reinforcement Learning
  17. NeurIPS 2024Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs
  18. NeurIPS 2024Improved Few-Shot Jailbreaking Can Circumvent Aligned Language Models and Their Defenses
  19. NeurIPS 2024Improved Generation of Adversarial Examples Against Safety-aligned LLMs
  20. NeurIPS 2024Improving Alignment and Robustness with Circuit Breakers
  21. NeurIPS 2024Improving Context-Aware Preference Modeling for Language Models
  22. NeurIPS 2024Improving Robustness of 3D Point Cloud Recognition from a Fourier Perspective
  23. NeurIPS 2024Improving Subgroup Robustness via Data Selection
  24. NeurIPS 2024INDICT: Code Generation with Internal Dialogues of Critiques for Both Security and Helpfulness
  25. NeurIPS 2024InfoRM: Mitigating Reward Hacking in RLHF via Information-Theoretic Reward Modeling
  26. NeurIPS 2024Injecting Undetectable Backdoors in Obfuscated Neural Networks and Language Models
  27. NeurIPS 2024Interpreting Learned Feedback Patterns in Large Language Models
  28. NeurIPS 2024Invisible Image Watermarks Are Provably Removable Using Generative AI
  29. NeurIPS 2024Iterative Reasoning Preference Optimization
  30. NeurIPS 2024JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models
  31. NeurIPS 2024Jailbreaking Large Language Models Against Moderation Guardrails via Cipher Characters
  32. NeurIPS 2024Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates
  33. NeurIPS 2024Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities
  34. NeurIPS 2024Kernel PCA for Out-of-Distribution Detection
  35. NeurIPS 2024Label Alignment Regularization for Distribution Shift
  36. NeurIPS 2024LACIE: Listener-Aware Finetuning for Calibration in Large Language Models
  37. NeurIPS 2024LAM3D: Large Image-Point Clouds Alignment Model for 3D Reconstruction from Single Image
  38. NeurIPS 2024Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases
  39. NeurIPS 2024Large Language Model Unlearning
  40. NeurIPS 2024Large Language Model Unlearning via Embedding-Corrupted Prompts
  41. NeurIPS 2024Large language model validity via enhanced conformal prediction methods
  42. NeurIPS 2024Latent Functional Maps: a spectral framework for representation alignment
  43. NeurIPS 2024Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks
  44. NeurIPS 2024Learning Human-like Representations to Enable Learning Human Values
  45. NeurIPS 2024Learning to Shape In-distribution Feature Space for Out-of-distribution Detection
  46. NeurIPS 2024Leveraging Catastrophic Forgetting to Develop Safe Diffusion Models against Malicious Finetuning
  47. NeurIPS 2024Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes
  48. NeurIPS 2024Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack
  49. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
  50. NeurIPS 2024LLM Evaluators Recognize and Favor Their Own Generations

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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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