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 16 of 92

  1. ICLR 2026Steering MoE LLMs via Expert (De)Activation
  2. ICLR 2026Steering the Herd: A Framework for LLM-based Control of Social Learning
  3. ICLR 2026Stop Tracking Me! Proactive Defense Against Attribute Inference Attack in LLMs
  4. ICLR 2026Strategic Dishonesty Can Undermine AI Safety Evaluations of Frontier LLMs
  5. ICLR 2026Strategic Obfuscation of Deceptive Reasoning in Language Models
  6. ICLR 2026Stretching Beyond the Obvious: A Gradient-Free Framework to Unveil the Hidden Landscape of Visual Invariance
  7. ICLR 2026Stroke3D: Lifting 2D strokes into rigged 3D model via latent diffusion models
  8. ICLR 2026Superficial Safety Alignment Hypothesis
  9. ICLR 2026Supporting High-Stakes Decision Making Through Interactive Preference Elicitation in the Latent Space
  10. ICLR 2026Swap-guided Preference Learning for Personalized Reinforcement Learning from Human Feedback
  11. ICLR 2026SYNC: Measuring and Advancing Synthesizability in Structure-Based Drug Design
  12. ICLR 2026Sysformer: Safeguarding Frozen Large Language Models with Adaptive System Prompts
  13. ICLR 2026t-SNE Exaggerates Clusters, Provably
  14. ICLR 2026TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization
  15. ICLR 2026TAO-Attack: Toward Advanced Optimization-Based Jailbreak Attacks for Large Language Models
  16. ICLR 2026Teach to Reason Safely: Policy-Guided Safety Tuning for MLRMs
  17. ICLR 2026Temporal Generalization: A Reality Check
  18. ICLR 2026Test-Time Alignment for Large Language Models via Textual Model Predictive Control
  19. ICLR 2026Test-Time Poisoned Sample Detection by Exploiting Shallow Malicious Matching in Backdoored CLIP
  20. ICLR 2026Text2Grad: Reinforcement Learning from Natural Language Feedback
  21. ICLR 2026The Achilles’ Heel of LLMs: How Altering a Handful of Neurons Can Cripple Language Abilities
  22. ICLR 2026The Alignment Auditor: A Bayesian Framework for Verifying and Refining LLM Objectives
  23. ICLR 2026The Alignment Waltz: Jointly Training Agents to Collaborate for Safety
  24. ICLR 2026The Devil behind the mask: An emergent safety vulnerability of Diffusion LLMs
  25. ICLR 2026The Geometry and Topology of Circuits: the Manifolds of Modular Addition
  26. ICLR 2026The Hot Mess of AI: How Does Misalignment Scale With Model Intelligence and Task Complexity?
  27. ICLR 2026The Human Brain as a Dynamic Mixture of Expert Models in Video Understanding
  28. ICLR 2026The Lattice Geometry of Neural Network Quantization: A Short Equivalence Proof of GPTQ and Babai's Algorithm
  29. ICLR 2026The Mind's Transformer: Computational Neuroanatomy of LLM-Brain Alignment
  30. ICLR 2026THE SELF-RE-WATERMARKING TRAP: FROM EXPLOIT TO RESILIENCE
  31. ICLR 2026Thinking as Society: Multi-Social-Agent Self-Distillation for Multimodal Misinformation Detection
  32. ICLR 2026TileLang: Bridge Programmability and Performance in Modern Neural Kernels
  33. ICLR 2026Time Is All It Takes: Spike-Retiming Attacks on Event-Driven Spiking Neural Networks
  34. ICLR 2026Time-To-Inconsistency: A Survival Analysis of Large Language Model Robustness to Adversarial Attacks
  35. ICLR 2026Token-Guard: Towards Token-Level Hallucination Control via Self-Checking Decoding
  36. ICLR 2026Token-Importance Guided Direct Preference Optimization
  37. ICLR 2026Token-level Data Selection for Safe LLM Fine-tuning
  38. ICLR 2026Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
  39. ICLR 2026Toward Safer Diffusion Language Models: Discovery and Mitigation of Priming Vulnerability
  40. ICLR 2026Towards Better Optimization For Listwise Preference in Diffusion Models
  41. ICLR 2026Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment
  42. ICLR 2026Towards Learned Optimization Free Lunch
  43. ICLR 2026Towards Multimodal Time Series Anomaly Detection with Semantic Alignment and Condensed Interaction
  44. ICLR 2026Towards Persistent Noise-Tolerant Active Learning of Regular Languages with Class Query
  45. ICLR 2026Towards Personalized Deep Research: Benchmarks and Evaluations
  46. ICLR 2026Towards Privacy-Guaranteed Label Unlearning in Vertical Federated Learning: Few-Shot Forgetting Without Disclosure
  47. ICLR 2026Towards Safe Reasoning in Large Reasoning Models via Corrective Intervention
  48. ICLR 2026Towards Self-Robust LLMs: Intrinsic Prompt Noise Resistance via CoIPO
  49. ICLR 2026Towards Sequence Modeling Alignment between Tokenizer and Autoregressive Model
  50. ICLR 2026Towards Understanding Subliminal Learning: When and How Hidden Biases Transfer

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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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