mlsanityData to 26 Oct 2026

mlsanity

A map of machine learning research.

479k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 26 Oct

  1. World modelsBusiest: Embodied and robot world models · Latent dynamics models and model-based RL · Video-generation world models and simulators112,62812
  2. LLM reasoningBusiest: Reinforcement learning for reasoning · Knowledge- and tool-augmented reasoning · Reasoning for agents, planning and code1718,12928
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Prompt learning and adaptation of CLIP1612,36022
  4. Vision-language-action modelsBusiest: Reinforcement learning and post-training · Generalist VLA models and benchmarks · Efficient VLA inference and adaptation131,5098
  5. Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · RAG pipeline design and evaluation · Knowledge-graph and structured-knowledge RAG154,2189
  6. Diffusion modelsBusiest: Image generation, text-to-image and editing · Discrete and text diffusion · Diffusion foundations and sampling1416,57223
  7. End-to-end autonomous drivingBusiest: Imitation-learning end-to-end planners · Generative simulation for driving · Adversarial scenarios and safety testing92,0334
  8. LLM agents and tool useBusiest: Software engineering coding agents · Web, search, and research agents · Multimodal and embodied agents1615,83581
  9. LLM alignment / RLHF / preference optimisationBusiest: Diffusion and multimodal model alignment · LLM preference optimization methods · Reward modeling and RLHF105,3226
  10. Mixture-of-expertsBusiest: MoE in reinforcement learning and robotics · Efficient MoE training and inference systems · Mixture of LoRA experts122,6074
  11. State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Mamba for medical image analysis · Vision Mamba backbones101,5301
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving search agents · Medical synthetic data and agents · Safety of self-evolving systems131,6264
  13. Offline RL and imitation learning from dataBusiest: Offline RL algorithms · Robot manipulation imitation learning · Imitation and offline RL for driving133,7873
  14. Efficient LLM inference and servingBusiest: KV cache optimization · Visual token pruning in multimodal models · Fast autoregressive visual generation123,1867
  15. LLM safety and securityBusiest: Prompt injection and agent security · Safety alignment, refusal and guardrails · Machine unlearning126,76511
  16. Mechanistic interpretabilityBusiest: Activation steering methods · Knowledge and representations inside LLMs · Steering and probing for LLM safety131,5915
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Detection and dense prediction distillation · Multimodal distillation123,5136
  18. Deep reinforcement learning methodsBusiest: RL theory and sample complexity · Deep RL algorithms and representations · RL for robot locomotion and manipulation157,50917
  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