mlsanityData to 11 Nov 2026

mlsanity

A map of machine learning research.

486k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 9 Nov

  1. World modelsBusiest: Embodied and robot world models · Latent dynamics models and model-based RL · Video-generation world models and simulators112,62836
  2. LLM reasoningBusiest: Reasoning for agents, planning and code · Multimodal reasoning · Test-time compute and efficient thinking1718,12969
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Prompt learning and adaptation of CLIP1612,36043
  4. Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Generalist VLA models and benchmarks · Failure recovery and robustness131,50917
  5. Retrieval-augmented generationBusiest: Agentic RAG, agents and memory · Multimodal RAG · Knowledge-graph and structured-knowledge RAG154,2187
  6. Diffusion modelsBusiest: Flow matching, time series and science · Diffusion foundations and sampling · Diffusion and flow policies for robotics1416,57242
  7. End-to-end autonomous drivingBusiest: Generative simulation for driving · Reasoning VLA and VLM driving policies · Imitation-learning end-to-end planners92,03310
  8. LLM agents and tool useBusiest: Software engineering coding agents · Multimodal and embodied agents · Agent threats, guardrails and governance1615,835130
  9. LLM alignment / RLHF / preference optimisationBusiest: Process reward models for reasoning · Reward hacking and misspecification · LLM preference optimization methods105,32210
  10. Mixture-of-expertsBusiest: MoE large language models · Efficient MoE training and inference systems · Expert routing strategies122,6078
  11. State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Mamba for medical image analysis · Video, motion and generative Mamba models101,5308
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-rewarding alignment and self-training · Self-evolving search agents131,6269
  13. Offline RL and imitation learning from dataBusiest: Imitation learning methods · Robot manipulation imitation learning · Offline RL algorithms133,7879
  14. Efficient LLM inference and servingBusiest: KV cache optimization · Speculative decoding · Visual token pruning in multimodal models123,18616
  15. LLM safety and securityBusiest: Machine unlearning · Prompt injection and agent security · Vision-language and text-to-image safety126,76519
  16. Mechanistic interpretabilityBusiest: Circuits and mechanistic analysis · Activation steering methods · Sparse autoencoder training and evaluation131,5917
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Multimodal distillation · Knowledge distillation for LLMs123,51318
  18. Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot locomotion and manipulation157,50939
  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: Scaling laws and compute-optimal training · Optimizers, stability and training efficiency · Data mixtures and data selection85971
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015