mlsanityData to 2 Nov 2026

mlsanity

A map of machine learning research.

482k papers · 21 areas

Busiest: Software engineering coding agents →

Areas

267 directions · week from Mon 2 Nov

  1. World modelsBusiest: Video-generation world models and simulators · Embodied and robot world models · World models for language agents112,62816
  2. LLM reasoningBusiest: Reasoning for agents, planning and code · Reinforcement learning for reasoning · Multimodal reasoning1718,12935
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · MLLM training and visual instruction tuning1612,36017
  4. Vision-language-action modelsBusiest: Reinforcement learning and post-training · Efficient VLA inference and adaptation · Reasoning and chain-of-thought in VLA131,5096
  5. Retrieval-augmented generationBusiest: Agentic RAG, agents and memory · RAG robustness and adaptive retrieval · Legal and financial RAG154,2186
  6. Diffusion modelsBusiest: Diffusion foundations and sampling · Image generation, text-to-image and editing · Video generation1416,57220
  7. End-to-end autonomous drivingBusiest: Generative simulation for driving · End-to-end system architecture · Imitation-learning end-to-end planners92,0333
  8. LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · Multimodal and embodied agents1615,83569
  9. LLM alignment / RLHF / preference optimisationBusiest: Human values and AI feedback alignment · Reward modeling and RLHF · Diffusion and multimodal model alignment105,3225
  10. Mixture-of-expertsBusiest: Efficient MoE training and inference systems · Mixture of LoRA experts · Vision mixture-of-experts122,6079
  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 LLM agents · Self-rewarding alignment and self-training · Safety of self-evolving systems131,6264
  13. Offline RL and imitation learning from dataBusiest: Decision transformers and sequence modeling · Offline RL algorithms · Imitation learning methods133,7875
  14. Efficient LLM inference and servingBusiest: Speculative decoding · Serving systems and request scheduling · KV cache optimization123,18610
  15. LLM safety and securityBusiest: Prompt injection and agent security · Safety alignment, refusal and guardrails · Machine unlearning126,76511
  16. Mechanistic interpretabilityBusiest: Activation steering methods · SAE features and their applications · Knowledge and representations inside LLMs131,5917
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · General knowledge distillation methods · Multimodal distillation123,5139
  18. Deep reinforcement learning methodsBusiest: RL for robot locomotion and manipulation · RL theory and sample complexity · Multi-agent reinforcement learning157,50919
  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: Optimizers, stability and training efficiency · Data mixtures and data selection · Pre-training corpora and quality filtering85970
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015