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

473 papers, page 4 of 10

  1. ICLR 2025Enhancing Learning with Label Differential Privacy by Vector Approximation
  2. ICLR 2025Enhancing Robust Fairness via Confusional Spectral Regularization
  3. ICLR 2025Enhancing Uncertainty Estimation and Interpretability with Bayesian Non-negative Decision Layer
  4. ICLR 2025ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time
  5. ICLR 2025EvA: Erasing Spurious Correlations with Activations
  6. ICLR 2025Evaluating Large Language Models through Role-Guide and Self-Reflection: A Comparative Study
  7. ICLR 2025Examining Alignment of Large Language Models through Representative Heuristics: the case of political stereotypes
  8. ICLR 2025Exploiting Hidden Symmetry to Improve Objective Perturbation for DP Linear Learners with a Nonsmooth L1-Norm
  9. ICLR 2025Exploratory Preference Optimization: Harnessing Implicit Q*-Approximation for Sample-Efficient RLHF
  10. ICLR 2025Exploring The Forgetting in Adversarial Training: A Novel Method for Enhancing Robustness
  11. ICLR 2025Failures to Find Transferable Image Jailbreaks Between Vision-Language Models
  12. ICLR 2025Fair Clustering in the Sliding Window Model
  13. ICLR 2025FairDen: Fair Density-Based Clustering
  14. ICLR 2025FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models
  15. ICLR 2025Fantastic Copyrighted Beasts and How (Not) to Generate Them
  16. ICLR 2025Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting
  17. ICLR 2025Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning
  18. ICLR 2025Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
  19. ICLR 2025Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration
  20. ICLR 2025FormalAlign: Automated Alignment Evaluation for Autoformalization
  21. ICLR 2025From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
  22. ICLR 2025From Search to Sampling: Generative Models for Robust Algorithmic Recourse
  23. ICLR 2025Functional Homotopy: Smoothing Discrete Optimization via Continuous Parameters for LLM Jailbreak Attacks
  24. ICLR 2025Gaussian Differentially Private Human Faces Under a Face Radial Curve Representation
  25. ICLR 2025GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment
  26. ICLR 2025Generalization and Distributed Learning of GFlowNets
  27. ICLR 2025Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs
  28. ICLR 2025Generative Classifiers Avoid Shortcut Solutions
  29. ICLR 2025Generative Monoculture in Large Language Models
  30. ICLR 2025Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection
  31. ICLR 2025Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization
  32. ICLR 2025GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring
  33. ICLR 2025Going Beyond Static: Understanding Shifts with Time-Series Attribution
  34. ICLR 2025GRAIN: Exact Graph Reconstruction from Gradients
  35. ICLR 2025Gramian Multimodal Representation Learning and Alignment
  36. ICLR 2025Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions
  37. ICLR 2025GSBA$^K$: $top$-$K$ Geometric Score-based Black-box Attack
  38. ICLR 2025Guaranteed Generation from Large Language Models
  39. ICLR 2025Gyrogroup Batch Normalization
  40. ICLR 2025h4rm3l: A Language for Composable Jailbreak Attack Synthesis
  41. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
  42. ICLR 2025HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
  43. ICLR 2025HASARD: A Benchmark for Vision-Based Safe Reinforcement Learning in Embodied Agents
  44. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
  45. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
  46. ICLR 2025HERO: Human-Feedback Efficient Reinforcement Learning for Online Diffusion Model Finetuning
  47. ICLR 2025Hessian-Free Online Certified Unlearning
  48. ICLR 2025Higher-Order Graphon Neural Networks: Approximation and Cut Distance
  49. ICLR 2025How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
  50. ICLR 2025How Far Are We from True Unlearnability?

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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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