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 88 of 92

  1. ICML 2023Fascinating Supervisory Signals and Where to Find Them: Deep Anomaly Detection with Scale Learning
  2. ICML 2023Fast, Differentiable and Sparse Top-k: a Convex Analysis Perspective
  3. ICML 2023Federated Online and Bandit Convex Optimization
  4. ICML 2023Finding Generalization Measures by Contrasting Signal and Noise
  5. ICML 2023Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron
  6. ICML 2023Gradient Descent Monotonically Decreases the Sharpness of Gradient Flow Solutions in Scalar Networks and Beyond
  7. ICML 2023Graph Neural Networks with Learnable and Optimal Polynomial Bases
  8. ICML 2023High-Probability Bounds for Stochastic Optimization and Variational Inequalities: the Case of Unbounded Variance
  9. ICML 2023How Powerful are Shallow Neural Networks with Bandlimited Random Weights?
  10. ICML 2023Implicit Jacobian regularization weighted with impurity of probability output
  11. ICML 2023Incentivizing Exploration with Linear Contexts and Combinatorial Actions
  12. ICML 2023Invariance in Policy Optimisation and Partial Identifiability in Reward Learning
  13. ICML 2023Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks
  14. ICML 2023Learning Mixtures of Markov Chains and MDPs
  15. ICML 2023Let's Make Block Coordinate Descent Converge Faster: Faster Greedy Rules, Message-Passing, Active-Set Complexity, and Superlinear Convergence
  16. ICML 2023Maximum Optimality Margin: A Unified Approach for Contextual Linear Programming and Inverse Linear Programming
  17. ICML 2023Meta Optimal Transport
  18. ICML 2023Multi-Agent Online Optimization with Delays: Asynchronicity, Adaptivity, and Optimism
  19. ICML 2023Near-Optimal Cryptographic Hardness of Agnostically Learning Halfspaces and ReLU Regression under Gaussian Marginals
  20. ICML 2023Nearly Optimal Competitive Ratio for Online Allocation Problems with Two-sided Resource Constraints and Finite Requests
  21. ICML 2023Neural Latent Aligner: Cross-trial Alignment for Learning Representations of Complex, Naturalistic Neural Data
  22. ICML 2023Nonparametric Iterative Machine Teaching
  23. ICML 2023On Bridging the Gap between Mean Field and Finite Width Deep Random Multilayer Perceptron with Batch Normalization
  24. ICML 2023On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
  25. ICML 2023On Preemption and Learning in Stochastic Scheduling
  26. ICML 2023On Regularization and Inference with Label Constraints
  27. ICML 2023On the Functional Similarity of Robust and Non-Robust Neural Representations
  28. ICML 2023On the Interplay Between Misspecification and Sub-optimality Gap in Linear Contextual Bandits
  29. ICML 2023Online Prototype Alignment for Few-shot Policy Transfer
  30. ICML 2023Optimal Sets and Solution Paths of ReLU Networks
  31. ICML 2023Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization
  32. ICML 2023Polarity Is All You Need to Learn and Transfer Faster
  33. ICML 2023Primal and Dual Analysis of Entropic Fictitious Play for Finite-sum Problems
  34. ICML 2023Project and Forget: Solving Large-Scale Metric Constrained Problems
  35. ICML 2023Prometheus: Taming Sample and Communication Complexities in Constrained Decentralized Stochastic Bilevel Learning
  36. ICML 2023ProtST: Multi-Modality Learning of Protein Sequences and Biomedical Texts
  37. ICML 2023Provably and Practically Efficient Neural Contextual Bandits
  38. ICML 2023Regularization-free Diffeomorphic Temporal Alignment Nets
  39. ICML 2023Revisiting Gradient Clipping: Stochastic bias and tight convergence guarantees
  40. ICML 2023Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature
  41. ICML 2023Robust and private stochastic linear bandits
  42. ICML 2023Robust and Scalable Bayesian Online Changepoint Detection
  43. ICML 2023Robust Consensus in Ranking Data Analysis: Definitions, Properties and Computational Issues
  44. ICML 2023Scalable Set Encoding with Universal Mini-Batch Consistency and Unbiased Full Set Gradient Approximation
  45. ICML 2023Semi Bandit dynamics in Congestion Games: Convergence to Nash Equilibrium and No-Regret Guarantees.
  46. ICML 2023Semi-Dual Unbalanced Quadratic Optimal Transport: fast statistical rates and convergent algorithm.
  47. ICML 2023SGD with AdaGrad Stepsizes: Full Adaptivity with High Probability to Unknown Parameters, Unbounded Gradients and Affine Variance
  48. ICML 2023Simple Disentanglement of Style and Content in Visual Representations
  49. ICML 2023SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference
  50. ICML 2023Spurious Valleys and Clustering Behavior of Neural Networks

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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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