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 13 of 18

  1. NeurIPS 2024Cross-Modality Perturbation Synergy Attack for Person Re-identification
  2. NeurIPS 2024DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation
  3. NeurIPS 2024DarkSAM: Fooling Segment Anything Model to Segment Nothing
  4. NeurIPS 2024DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain
  5. NeurIPS 2024Data Free Backdoor Attacks
  6. NeurIPS 2024Decoding-Time Language Model Alignment with Multiple Objectives
  7. NeurIPS 2024Deep Learning in Medical Image Registration: Magic or Mirage?
  8. NeurIPS 2024DeSparsify: Adversarial Attack Against Token Sparsification Mechanisms
  9. NeurIPS 2024DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment
  10. NeurIPS 2024DiffHammer: Rethinking the Robustness of Diffusion-Based Adversarial Purification
  11. NeurIPS 2024Diffusion Models are Certifiably Robust Classifiers
  12. NeurIPS 2024Diffusion-based Layer-wise Semantic Reconstruction for Unsupervised Out-of-Distribution Detection
  13. NeurIPS 2024DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion
  14. NeurIPS 2024Direct Unlearning Optimization for Robust and Safe Text-to-Image Models
  15. NeurIPS 2024Discovering Preference Optimization Algorithms with and for Large Language Models
  16. NeurIPS 2024Distributional Preference Alignment of LLMs via Optimal Transport
  17. NeurIPS 2024Distributionally Robust Performative Prediction
  18. NeurIPS 2024DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting
  19. NeurIPS 2024DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection
  20. NeurIPS 2024Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision
  21. NeurIPS 2024EEVR: A Virtual Reality-Based Emotion Dataset Featuring Paired Physiological Signals and Textual Descriptions
  22. NeurIPS 2024Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously
  23. NeurIPS 2024Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization
  24. NeurIPS 2024EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records
  25. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
  26. NeurIPS 2024Energy-based Hopfield Boosting for Out-of-Distribution Detection
  27. NeurIPS 2024Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation
  28. NeurIPS 2024Enhancing Large Vision Language Models with Self-Training on Image Comprehension
  29. NeurIPS 2024Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control
  30. NeurIPS 2024Entity Alignment with Noisy Annotations from Large Language Models
  31. NeurIPS 2024Evaluating alignment between humans and neural network representations in image-based learning tasks
  32. NeurIPS 2024Everyday Object Meets Vision-and-Language Navigation Agent via Backdoor
  33. NeurIPS 2024Expectation Alignment: Handling Reward Misspecification in the Presence of Expectation Mismatch
  34. NeurIPS 2024Exploiting LLM Quantization
  35. NeurIPS 2024Exploring Adversarial Robustness of Deep State Space Models
  36. NeurIPS 2024Exploring the trade-off between deep-learning and explainable models for brain-machine interfaces
  37. NeurIPS 2024Eye-gaze Guided Multi-modal Alignment for Medical Representation Learning
  38. NeurIPS 2024Fast Best-of-N Decoding via Speculative Rejection
  39. NeurIPS 2024Fast yet Safe: Early-Exiting with Risk Control
  40. NeurIPS 2024Faster Repeated Evasion Attacks in Tree Ensembles
  41. NeurIPS 2024Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data
  42. NeurIPS 2024FedGMark: Certifiably Robust Watermarking for Federated Graph Learning
  43. NeurIPS 2024FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
  44. NeurIPS 2024FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
  45. NeurIPS 2024Few-Shot Adversarial Prompt Learning on Vision-Language Models
  46. NeurIPS 2024Fight Back Against Jailbreaking via Prompt Adversarial Tuning
  47. NeurIPS 2024FineStyle: Fine-grained Controllable Style Personalization for Text-to-image Models
  48. NeurIPS 2024FLAME : Factuality-Aware Alignment for Large Language Models
  49. NeurIPS 2024FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge
  50. NeurIPS 2024From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning Effects in Diffusion Models

Ask about this trend from Claude or Cursor

Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.

Copy this prompt into your assistant

Use paperlist to show how Alignment and Safety papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.

Tool the assistant calls: get_topic_stats {"topic": "alignment-and-safety"}

Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)

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.

More in Alignment and Responsible AI