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 2 of 7

  1. NeurIPS 2024CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense
  2. NeurIPS 2024Certified Adversarial Robustness via Randomized $\alpha$-Smoothing for Regression Models
  3. NeurIPS 2024Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing
  4. NeurIPS 2024Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
  5. NeurIPS 2024Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift
  6. NeurIPS 2024CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses
  7. NeurIPS 2024CLIPCEIL: Domain Generalization through CLIP via Channel rEfinement and Image-text aLignment
  8. NeurIPS 2024CLUES: Collaborative Private-domain High-quality Data Selection for LLMs via Training Dynamics
  9. NeurIPS 2024CNCA: Toward Customizable and Natural Generation of Adversarial Camouflage for Vehicle Detectors
  10. NeurIPS 2024Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework
  11. NeurIPS 2024ColJailBreak: Collaborative Generation and Editing for Jailbreaking Text-to-Image Deep Generation
  12. NeurIPS 2024CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching
  13. NeurIPS 2024Confidence Calibration of Classifiers with Many Classes
  14. NeurIPS 2024Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees
  15. NeurIPS 2024Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration
  16. NeurIPS 2024Conformalized Multiple Testing after Data-dependent Selection
  17. NeurIPS 2024Conformalized Time Series with Semantic Features
  18. NeurIPS 2024Consistency Purification: Effective and Efficient Diffusion Purification towards Certified Robustness
  19. NeurIPS 2024Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data
  20. NeurIPS 2024Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective
  21. NeurIPS 2024Contextual Bilevel Reinforcement Learning for Incentive Alignment
  22. NeurIPS 2024Continual Learning with Global Alignment
  23. NeurIPS 2024Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents
  24. NeurIPS 2024Cross-Modality Perturbation Synergy Attack for Person Re-identification
  25. NeurIPS 2024DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation
  26. NeurIPS 2024DarkSAM: Fooling Segment Anything Model to Segment Nothing
  27. NeurIPS 2024DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain
  28. NeurIPS 2024Data Free Backdoor Attacks
  29. NeurIPS 2024Decoding-Time Language Model Alignment with Multiple Objectives
  30. NeurIPS 2024Deep Learning in Medical Image Registration: Magic or Mirage?
  31. NeurIPS 2024DeSparsify: Adversarial Attack Against Token Sparsification Mechanisms
  32. NeurIPS 2024DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment
  33. NeurIPS 2024DiffHammer: Rethinking the Robustness of Diffusion-Based Adversarial Purification
  34. NeurIPS 2024Diffusion Models are Certifiably Robust Classifiers
  35. NeurIPS 2024Diffusion-based Layer-wise Semantic Reconstruction for Unsupervised Out-of-Distribution Detection
  36. NeurIPS 2024DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion
  37. NeurIPS 2024Direct Unlearning Optimization for Robust and Safe Text-to-Image Models
  38. NeurIPS 2024Discovering Preference Optimization Algorithms with and for Large Language Models
  39. NeurIPS 2024Distributional Preference Alignment of LLMs via Optimal Transport
  40. NeurIPS 2024Distributionally Robust Performative Prediction
  41. NeurIPS 2024DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting
  42. NeurIPS 2024DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection
  43. NeurIPS 2024Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision
  44. NeurIPS 2024EEVR: A Virtual Reality-Based Emotion Dataset Featuring Paired Physiological Signals and Textual Descriptions
  45. NeurIPS 2024Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously
  46. NeurIPS 2024Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization
  47. NeurIPS 2024EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records
  48. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
  49. NeurIPS 2024Energy-based Hopfield Boosting for Out-of-Distribution Detection
  50. NeurIPS 2024Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation

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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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