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 86 of 92

  1. ICLR 2023Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths
  2. ICLR 2023Deep Learning From Crowdsourced Labels: Coupled Cross-Entropy Minimization, Identifiability, and Regularization
  3. ICLR 2023Discovering Latent Knowledge in Language Models Without Supervision
  4. ICLR 2023Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision?
  5. ICLR 2023Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs
  6. ICLR 2023Efficient approximation of neural population structure and correlations with probabilistic circuits
  7. ICLR 2023Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution
  8. ICLR 2023Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods
  9. ICLR 2023FaiREE: fair classification with finite-sample and distribution-free guarantee
  10. ICLR 2023Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow
  11. ICLR 2023Fuzzy Alignments in Directed Acyclic Graph for Non-Autoregressive Machine Translation
  12. ICLR 2023Generalization and Estimation Error Bounds for Model-based Neural Networks
  13. ICLR 2023Generalization Bounds for Federated Learning: Fast Rates, Unparticipating Clients and Unbounded Losses
  14. ICLR 2023Generalizing and Decoupling Neural Collapse via Hyperspherical Uniformity Gap
  15. ICLR 2023Git Re-Basin: Merging Models modulo Permutation Symmetries
  16. ICLR 2023How I Learned to Stop Worrying and Love Retraining
  17. ICLR 2023Human alignment of neural network representations
  18. ICLR 2023Learning without Prejudices: Continual Unbiased Learning via Benign and Malignant Forgetting
  19. ICLR 2023LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification
  20. ICLR 2023Lower Bounds on the Depth of Integral ReLU Neural Networks via Lattice Polytopes
  21. ICLR 2023Mind the Pool: Convolutional Neural Networks Can Overfit Input Size
  22. ICLR 2023Mind's Eye: Grounded Language Model Reasoning through Simulation
  23. ICLR 2023MPCFORMER: FAST, PERFORMANT AND PRIVATE TRANSFORMER INFERENCE WITH MPC
  24. ICLR 2023Multiple sequence alignment as a sequence-to-sequence learning problem
  25. ICLR 2023Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning
  26. ICLR 2023Noise Is Not the Main Factor Behind the Gap Between Sgd and Adam on Transformers, But Sign Descent Might Be
  27. ICLR 2023On Accelerated Perceptrons and Beyond
  28. ICLR 2023On the Convergence of AdaGrad(Norm) on $\mathbb{R}^d$: Beyond Convexity, Non-Asymptotic Rate and Acceleration
  29. ICLR 2023On the duality between contrastive and non-contrastive self-supervised learning
  30. ICLR 2023On The Inadequacy of Optimizing Alignment and Uniformity in Contrastive Learning of Sentence Representations
  31. ICLR 2023One-Pixel Shortcut: On the Learning Preference of Deep Neural Networks
  32. ICLR 2023Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing
  33. ICLR 2023Partial Label Unsupervised Domain Adaptation with Class-Prototype Alignment
  34. ICLR 2023PASHA: Efficient HPO and NAS with Progressive Resource Allocation
  35. ICLR 2023Personalized Federated Learning with Feature Alignment and Classifier Collaboration
  36. ICLR 2023PiFold: Toward effective and efficient protein inverse folding
  37. ICLR 2023Quantifying and Mitigating the Impact of Label Errors on Model Disparity Metrics
  38. ICLR 2023Relative Behavioral Attributes: Filling the Gap between Symbolic Goal Specification and Reward Learning from Human Preferences
  39. ICLR 2023Reliability of CKA as a Similarity Measure in Deep Learning
  40. ICLR 2023Restricted Strong Convexity of Deep Learning Models with Smooth Activations
  41. ICLR 2023Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-Free RL
  42. ICLR 2023Safe Reinforcement Learning From Pixels Using a Stochastic Latent Representation
  43. ICLR 2023Scalable and Equivariant Spherical CNNs by Discrete-Continuous (DISCO) Convolutions
  44. ICLR 2023Semi-Parametric Inducing Point Networks and Neural Processes
  45. ICLR 2023Simple and Scalable Nearest Neighbor Machine Translation
  46. ICLR 2023Simple initialization and parametrization of sinusoidal networks via their kernel bandwidth
  47. ICLR 2023Simplicial Embeddings in Self-Supervised Learning and Downstream Classification
  48. ICLR 2023Sparse Mixture-of-Experts are Domain Generalizable Learners
  49. ICLR 2023Stochastic Differentially Private and Fair Learning
  50. ICLR 2023Supervision Complexity and its Role in Knowledge Distillation

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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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