mlsanity
A map of machine learning research.
478k papers · 21 areas
Busiest: Software engineering coding agents →Areas
267 directions · week from Mon 19 Oct
- World modelsBusiest: Embodied and robot world models · Video-generation world models and simulators · Latent predictive world models2,62883
- LLM reasoningBusiest: Test-time compute and efficient thinking · Spatial and embodied reasoning · Reasoning for agents, planning and code18,129185
- Multimodal LLMs / vision-language modelsBusiest: VLM benchmarks and visual reasoning · Embodied and 3D vision-language models · Video understanding with MLLMs12,360118
- Vision-language-action modelsBusiest: Failure recovery and robustness · Efficient VLA inference and adaptation · Reasoning and chain-of-thought in VLA1,50953
- Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · Knowledge-graph and structured-knowledge RAG · Privacy and security of RAG4,21831
- Diffusion modelsBusiest: Discrete and text diffusion · Video generation · Diffusion and flow policies for robotics16,572145
- End-to-end autonomous drivingBusiest: Reasoning VLA and VLM driving policies · Imitation-learning end-to-end planners · Reinforcement learning for driving2,03314
- LLM agents and tool useBusiest: Software engineering coding agents · Web, search, and research agents · Multimodal and embodied agents15,835361
- LLM alignment / RLHF / preference optimisationBusiest: LLM preference optimization methods · Reward modeling and RLHF · Diffusion and multimodal model alignment5,32261
- Mixture-of-expertsBusiest: MoE large language models · Expert routing strategies · MoE in reinforcement learning and robotics2,60737
- State-space sequence models (S4, Mamba)Busiest: Mamba for medical image analysis · Video, motion and generative Mamba models · Core SSM architectures for language1,53011
- Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · LLM synthetic data generation · Synthetic reasoning data and bootstrapping1,62631
- Offline RL and imitation learning from dataBusiest: Offline RL algorithms · Robot manipulation imitation learning · Language-conditioned policies and VLAs3,78717
- Efficient LLM inference and servingBusiest: Speculative decoding · KV cache optimization · Visual token pruning in multimodal models3,18647
- LLM safety and securityBusiest: Safety alignment, refusal and guardrails · Prompt injection and agent security · Machine unlearning6,76558
- Mechanistic interpretabilityBusiest: Knowledge and representations inside LLMs · Activation steering methods · SAE features and their applications1,59126
- Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Knowledge distillation for LLMs · Detection and dense prediction distillation3,51361
- Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot locomotion and manipulation7,509100
- 3D reconstruction and neural renderingBusiest: 3D Gaussian splatting methods · 3D scene stylization · Neural radiance field methods7,1414
- LLM pre-training data and scaling lawsBusiest: Data mixtures and data selection · Optimizers and stability in LLM pre-training · Pre-training corpora and quality filtering5971
- Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech8,98015