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

4,558 papers, page 45 of 92

  1. ICLR 2025GRAIN: Exact Graph Reconstruction from Gradients
  2. ICLR 2025Gramian Multimodal Representation Learning and Alignment
  3. ICLR 2025Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions
  4. ICLR 2025GSBA$^K$: $top$-$K$ Geometric Score-based Black-box Attack
  5. ICLR 2025Guaranteed Generation from Large Language Models
  6. ICLR 2025Gyrogroup Batch Normalization
  7. ICLR 2025h4rm3l: A Language for Composable Jailbreak Attack Synthesis
  8. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
  9. ICLR 2025HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
  10. ICLR 2025HASARD: A Benchmark for Vision-Based Safe Reinforcement Learning in Embodied Agents
  11. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
  12. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
  13. ICLR 2025HERO: Human-Feedback Efficient Reinforcement Learning for Online Diffusion Model Finetuning
  14. ICLR 2025Hessian-Free Online Certified Unlearning
  15. ICLR 2025Higher-Order Graphon Neural Networks: Approximation and Cut Distance
  16. ICLR 2025How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
  17. ICLR 2025How Far Are We from True Unlearnability?
  18. ICLR 2025How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
  19. ICLR 2025How to Evaluate Reward Models for RLHF
  20. ICLR 2025How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions
  21. ICLR 2025Human-Aligned Chess With a Bit of Search
  22. ICLR 2025HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere
  23. ICLR 2025I Can Hear You: Selective Robust Training for Deepfake Audio Detection
  24. ICLR 2025Improved Techniques for Optimization-Based Jailbreaking on Large Language Models
  25. ICLR 2025Improving Data Efficiency via Curating LLM-Driven Rating Systems
  26. ICLR 2025Improving Language Model Distillation through Hidden State Matching
  27. ICLR 2025Improving Long-Text Alignment for Text-to-Image Diffusion Models
  28. ICLR 2025Indirect Gradient Matching for Adversarial Robust Distillation
  29. ICLR 2025Infilling Score: A Pretraining Data Detection Algorithm for Large Language Models
  30. ICLR 2025Injecting Universal Jailbreak Backdoors into LLMs in Minutes
  31. ICLR 2025Inspection and Control of Self-Generated-Text Recognition Ability in Llama3-8b-Instruct
  32. ICLR 2025Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy
  33. ICLR 2025Interpreting Language Reward Models via Contrastive Explanations
  34. ICLR 2025Inverse Constitutional AI: Compressing Preferences into Principles
  35. ICLR 2025Is In-Context Learning Sufficient for Instruction Following in LLMs?
  36. ICLR 2025Is Your Multimodal Language Model Oversensitive to Safe Queries?
  37. ICLR 2025Iterative Label Refinement Matters More than Preference Optimization under Weak Supervision
  38. ICLR 2025Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning
  39. ICLR 2025Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models
  40. ICLR 2025Jailbreaking as a Reward Misspecification Problem
  41. ICLR 2025Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks
  42. ICLR 2025Joint Graph Rewiring and Feature Denoising via Spectral Resonance
  43. ICLR 2025Joint Reward and Policy Learning with Demonstrations and Human Feedback Improves Alignment
  44. ICLR 2025Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment
  45. ICLR 2025JudgeLM: Fine-tuned Large Language Models are Scalable Judges
  46. ICLR 2025Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge
  47. ICLR 2025L3Ms — Lagrange Large Language Models
  48. ICLR 2025Language Model Alignment in Multilingual Trolley Problems
  49. ICLR 2025Language Models are Advanced Anonymizers
  50. ICLR 2025Language Models Learn to Mislead Humans via RLHF

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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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