mlsanityData to 4 Nov 2026

mlsanity

A map of machine learning research.

483k 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 · World models for language agents112,62837
  2. LLM reasoningBusiest: Reinforcement learning for reasoning · Multimodal reasoning · Test-time compute and efficient thinking1718,12971
  3. Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Prompt learning and adaptation of CLIP1612,36054
  4. Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Reinforcement learning and post-training · Reasoning and chain-of-thought in VLA131,50922
  5. Retrieval-augmented generationBusiest: Agentic RAG, agents and memory · RAG robustness and adaptive retrieval · Knowledge-graph and structured-knowledge RAG154,21814
  6. Diffusion modelsBusiest: Diffusion foundations and sampling · Flow matching, time series and science · Image generation, text-to-image and editing1416,57265
  7. End-to-end autonomous drivingBusiest: Generative simulation for driving · End-to-end system architecture · VLMs for autonomous driving92,0339
  8. LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · Multimodal and embodied agents1615,835163
  9. LLM alignment / RLHF / preference optimisationBusiest: Human values and AI feedback alignment · Diffusion and multimodal model alignment · LLM preference optimization methods105,32217
  10. Mixture-of-expertsBusiest: Efficient MoE training and inference systems · Vision mixture-of-experts · MoE large language models122,60723
  11. State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Mamba for medical image analysis · Point clouds, detection and remote sensing101,5304
  12. Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-rewarding alignment and self-training · Model collapse from synthetic data131,6267
  13. Offline RL and imitation learning from dataBusiest: Robot manipulation imitation learning · Offline RL algorithms · Decision transformers and sequence modeling133,78713
  14. Efficient LLM inference and servingBusiest: Speculative decoding · Serving systems and request scheduling · KV cache optimization123,18636
  15. LLM safety and securityBusiest: Machine unlearning · Prompt injection and agent security · Safety alignment, refusal and guardrails126,76529
  16. Mechanistic interpretabilityBusiest: Activation steering methods · SAE features and their applications · Knowledge and representations inside LLMs131,59117
  17. Knowledge distillationBusiest: On-policy and self-distillation for LLMs · General knowledge distillation methods · Multimodal distillation123,51318
  18. Deep reinforcement learning methodsBusiest: RL for robot locomotion and manipulation · Deep RL algorithms and representations · RL theory and sample complexity157,50943
  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 filtering85971
  21. Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech118,98015