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 74 of 92

  1. ICML 2024Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value
  2. ICML 2024MLI Formula: A Nearly Scale-Invariant Solution with Noise Perturbation
  3. ICML 2024Model Alignment as Prospect Theoretic Optimization
  4. ICML 2024Model Assessment and Selection under Temporal Distribution Shift
  5. ICML 2024Momentum Particle Maximum Likelihood
  6. ICML 2024Monotone, Bi-Lipschitz, and Polyak-Łojasiewicz Networks
  7. ICML 2024Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy
  8. ICML 2024MusicRL: Aligning Music Generation to Human Preferences
  9. ICML 2024Naive Bayes Classifiers over Missing Data: Decision and Poisoning
  10. ICML 2024Nash Learning from Human Feedback
  11. ICML 2024Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization
  12. ICML 2024Nonlinear Filtering with Brenier Optimal Transport Maps
  13. ICML 2024ODIN: Disentangled Reward Mitigates Hacking in RLHF
  14. ICML 2024On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning
  15. ICML 2024On the Convergence of Projected Bures-Wasserstein Gradient Descent under Euclidean Strong Convexity
  16. ICML 2024On the Duality Between Sharpness-Aware Minimization and Adversarial Training
  17. ICML 2024One for All: A Universal Generator for Concept Unlearnability via Multi-Modal Alignment
  18. ICML 2024Optimal Acceleration for Minimax and Fixed-Point Problems is Not Unique
  19. ICML 2024Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks
  20. ICML 2024OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models
  21. ICML 2024OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization
  22. ICML 2024OT-CLIP: Understanding and Generalizing CLIP via Optimal Transport
  23. ICML 2024Overcoming Data and Model heterogeneities in Decentralized Federated Learning via Synthetic Anchors
  24. ICML 2024Pairwise Alignment Improves Graph Domain Adaptation
  25. ICML 2024PARDEN, Can You Repeat That? Defending against Jailbreaks via Repetition
  26. ICML 2024PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation
  27. ICML 2024Perfect Alignment May be Poisonous to Graph Contrastive Learning
  28. ICML 2024Perturb-and-Project: Differentially Private Similarities and Marginals
  29. ICML 2024Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach
  30. ICML 2024PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer
  31. ICML 2024Position: A Roadmap to Pluralistic Alignment
  32. ICML 2024Position: A Safe Harbor for AI Evaluation and Red Teaming
  33. ICML 2024Position: Beyond Personhood: Agency, Accountability, and the Limits of Anthropomorphic Ethical Analysis
  34. ICML 2024Position: Evolving AI Collectives Enhance Human Diversity and Enable Self-Regulation
  35. ICML 2024Position: Explain to Question not to Justify
  36. ICML 2024Position: Intent-aligned AI Systems Must Optimize for Agency Preservation
  37. ICML 2024Position: Near to Mid-term Risks and Opportunities of Open-Source Generative AI
  38. ICML 2024Position: Technical Research and Talent is Needed for Effective AI Governance
  39. ICML 2024Position: The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning
  40. ICML 2024Position: Towards Unified Alignment Between Agents, Humans, and Environment
  41. ICML 2024Position: TrustLLM: Trustworthiness in Large Language Models
  42. ICML 2024Positive and Unlabeled Learning with Controlled Probability Boundary Fence
  43. ICML 2024Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models
  44. ICML 2024Pricing with Contextual Elasticity and Heteroscedastic Valuation
  45. ICML 2024Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF
  46. ICML 2024Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems
  47. ICML 2024Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo
  48. ICML 2024Promoting External and Internal Equities Under Ex-Ante/Ex-Post Metrics in Online Resource Allocation
  49. ICML 2024Prompting4Debugging: Red-Teaming Text-to-Image Diffusion Models by Finding Problematic Prompts
  50. ICML 2024Provably Robust DPO: Aligning Language Models with Noisy Feedback

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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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