mlsanityData to 9 Nov 2026

mlsanity

A map of machine learning research.

485k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 9 Nov

  1. World modelsBusiest: Latent dynamics models and model-based RL · Embodied and robot world models · Video-generation world models and simulators112,62818
  2. LLM reasoningBusiest: Test-time compute and efficient thinking · Reasoning for agents, planning and code · Reasoning benchmarks and evaluation1718,12925
  3. Multimodal LLMs / vision-language modelsBusiest: Prompt learning and adaptation of CLIP · VLM benchmarks and visual reasoning · MLLM training and visual instruction tuning1612,36012
  4. Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Generalist VLA models and benchmarks · Reinforcement learning and post-training131,5098
  5. Retrieval-augmented generationBusiest: Agentic RAG, agents and memory · Hallucination detection in RAG · RAG pipeline design and evaluation154,2182
  6. Diffusion modelsBusiest: Diffusion foundations and sampling · Flow matching, time series and science · Audio, speech and music1416,57216
  7. End-to-end autonomous drivingBusiest: Imitation-learning end-to-end planners · Reasoning VLA and VLM driving policies · End-to-end system architecture92,0332
  8. LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · Multimodal and embodied agents1615,83555
  9. LLM alignment / RLHF / preference optimisationBusiest: LLM preference optimization methods · Reward modeling and RLHF · Human values and AI feedback alignment105,3226
  10. Mixture-of-expertsBusiest: MoE large language models · Efficient MoE training and inference systems · MoE in reinforcement learning and robotics122,6073
  11. State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Physiological signal modeling · Mamba for medical image analysis101,5303
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · LLM synthetic data generation · Self-rewarding alignment and self-training131,6261
  13. Offline RL and imitation learning from dataBusiest: Imitation learning methods · Robot manipulation imitation learning · Diffusion and flow policies for offline RL133,7874
  14. Efficient LLM inference and servingBusiest: KV cache optimization · Speculative decoding · Visual token pruning in multimodal models123,1868
  15. LLM safety and securityBusiest: Machine unlearning · Prompt injection and agent security · Watermarking generated content and models126,7656
  16. Mechanistic interpretabilityBusiest: Probing deception, bias and beliefs · Circuits and mechanistic analysis · Activation steering methods131,5912
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Multimodal distillation · General knowledge distillation methods123,51310
  18. Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot locomotion and manipulation157,50919
  19. 3D reconstruction and neural renderingBusiest: 3D Gaussian splatting methods · 3D scene stylization · Neural radiance field methods157,1414
  20. LLM pre-training data and scaling lawsBusiest: Optimizers, stability and training efficiency · Data mixtures and data selection · Pre-training corpora and quality filtering85970
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015