mlsanityData to 22 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 · Latent predictive world models · Video-generation world models and simulators112,62866
  2. LLM reasoningBusiest: Test-time compute and efficient thinking · Spatial and embodied reasoning · Reinforcement learning for reasoning1718,129130
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Video understanding with MLLMs1612,36073
  4. Vision-language-action modelsBusiest: Failure recovery and robustness · Efficient VLA inference and adaptation · World model-based VLA131,50935
  5. Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · Generation and context integration · RAG pipeline design and evaluation154,21822
  6. Diffusion modelsBusiest: Discrete and text diffusion · Video generation · Diffusion foundations and sampling1416,572104
  7. End-to-end autonomous drivingBusiest: Reasoning VLA and VLM driving policies · Imitation-learning end-to-end planners · Reinforcement learning for driving92,03310
  8. LLM agents and tool useBusiest: Software engineering coding agents · Web, search, and research agents · Multimodal and embodied agents1615,835269
  9. LLM alignment / RLHF / preference optimisationBusiest: LLM preference optimization methods · Safety alignment and jailbreak attacks · Reward modeling and RLHF105,32248
  10. Mixture-of-expertsBusiest: Expert routing strategies · MoE large language models · MoE in reinforcement learning and robotics122,60728
  11. State-space sequence models (S4, Mamba)Busiest: Mamba for medical image analysis · Core SSM architectures for language · Video, motion and generative Mamba models101,5307
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · LLM synthetic data generation · Model collapse from synthetic data131,62624
  13. Offline RL and imitation learning from dataBusiest: Offline RL algorithms · Robot manipulation imitation learning · Language-conditioned policies and VLAs133,78712
  14. Efficient LLM inference and servingBusiest: Speculative decoding · KV cache optimization · Visual token pruning in multimodal models123,18631
  15. LLM safety and securityBusiest: Safety alignment, refusal and guardrails · Prompt injection and agent security · Machine unlearning126,76548
  16. Mechanistic interpretabilityBusiest: Knowledge and representations inside LLMs · Activation steering methods · SAE features and their applications131,59116
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Knowledge distillation for LLMs · Detection and dense prediction distillation123,51344
  18. Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot navigation and UAV control157,50972
  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