mlsanityData to 8 Nov 2026

mlsanity

A map of machine learning research.

485k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 2 Nov

  1. World modelsBusiest: Embodied and robot world models · Video-generation world models and simulators · Latent predictive world models112,62870
  2. LLM reasoningBusiest: Reasoning for agents, planning and code · Multimodal reasoning · Test-time compute and efficient thinking1718,129158
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Prompt learning and adaptation of CLIP1612,360106
  4. Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Reinforcement learning and post-training · Reasoning and chain-of-thought in VLA131,50946
  5. Retrieval-augmented generationBusiest: Agentic RAG, agents and memory · Knowledge-graph and structured-knowledge RAG · Generation and context integration154,21832
  6. Diffusion modelsBusiest: Diffusion foundations and sampling · Diffusion and flow policies for robotics · Flow matching, time series and science1416,572138
  7. End-to-end autonomous drivingBusiest: Generative simulation for driving · End-to-end system architecture · Imitation-learning end-to-end planners92,03322
  8. LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · Multimodal and embodied agents1615,835302
  9. LLM alignment / RLHF / preference optimisationBusiest: Reward modeling and RLHF · Human values and AI feedback alignment · Diffusion and multimodal model alignment105,32241
  10. Mixture-of-expertsBusiest: Efficient MoE training and inference systems · Vision mixture-of-experts · MoE large language models122,60741
  11. State-space sequence models (S4, Mamba)Busiest: Mamba for medical image analysis · Core SSM architectures for language · Video, motion and generative Mamba models101,53012
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-rewarding alignment and self-training · Safety of self-evolving systems131,62618
  13. Offline RL and imitation learning from dataBusiest: Robot manipulation imitation learning · Offline RL algorithms · Imitation learning methods133,78725
  14. Efficient LLM inference and servingBusiest: Speculative decoding · KV cache optimization · Serving systems and request scheduling123,18666
  15. LLM safety and securityBusiest: Prompt injection and agent security · Machine unlearning · Safety alignment, refusal and guardrails126,76564
  16. Mechanistic interpretabilityBusiest: SAE features and their applications · Activation steering methods · Interpreting vision and multimodal models131,59134
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · General knowledge distillation methods · Multimodal distillation123,51336
  18. Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL for robot locomotion and manipulation · RL theory and sample complexity157,50992
  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 selection85972
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015