mlsanityData to 21 Oct 2026

mlsanity

A map of machine learning research.

477k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 19 Oct

  1. World modelsBusiest: Embodied and robot world models · Video-generation world models and simulators · Latent predictive world models112,62852
  2. LLM reasoningBusiest: Spatial and embodied reasoning · Test-time compute and efficient thinking · Reinforcement learning for reasoning1718,129101
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Video understanding with MLLMs1612,36054
  4. Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Failure recovery and robustness · World model-based VLA131,50924
  5. Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · RAG pipeline design and evaluation · Agentic RAG, agents and memory154,21816
  6. Diffusion modelsBusiest: Discrete and text diffusion · Diffusion foundations and sampling · Video generation1416,57283
  7. End-to-end autonomous drivingBusiest: Reasoning VLA and VLM driving policies · Imitation-learning end-to-end planners · Reinforcement learning for driving92,0339
  8. LLM agents and tool useBusiest: Software engineering coding agents · Web, search, and research agents · Multimodal and embodied agents1615,835202
  9. LLM alignment / RLHF / preference optimisationBusiest: LLM preference optimization methods · Safety alignment and jailbreak attacks · Reward hacking and misspecification105,32239
  10. Mixture-of-expertsBusiest: Expert routing strategies · MoE large language models · Vision mixture-of-experts122,60721
  11. State-space sequence models (S4, Mamba)Busiest: Mamba for medical image analysis · Video, motion and generative Mamba models · Speech and audio SSMs101,5306
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · LLM synthetic data generation · Self-play RL for reasoning131,62621
  13. Offline RL and imitation learning from dataBusiest: Offline RL algorithms · Robot manipulation imitation learning · Language-conditioned policies and VLAs133,78711
  14. Efficient LLM inference and servingBusiest: Speculative decoding · KV cache optimization · Visual token pruning in multimodal models123,18620
  15. LLM safety and securityBusiest: Safety alignment, refusal and guardrails · Prompt injection and agent security · Machine unlearning126,76535
  16. Mechanistic interpretabilityBusiest: Activation steering methods · Knowledge and representations inside LLMs · SAE features and their applications131,59114
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Knowledge distillation for LLMs · General knowledge distillation methods123,51334
  18. Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot navigation and UAV control157,50960
  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: Data mixtures and data selection · Optimizers and stability in LLM pre-training · Pre-training corpora and quality filtering85971
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015