mlsanity
A map of machine learning research.
480k papers · 21 areas
Busiest: Software engineering coding agents →Areas
267 directions · week from Mon 26 Oct
- World modelsBusiest: Embodied and robot world models · World models for language agents · Video-generation world models and simulators2,62834
- LLM reasoningBusiest: Reinforcement learning for reasoning · Multimodal reasoning · Reasoning for agents, planning and code18,12975
- Multimodal LLMs / vision-language modelsBusiest: VLM benchmarks and visual reasoning · Embodied and 3D vision-language models · Video understanding with MLLMs12,36048
- Vision-language-action modelsBusiest: Reinforcement learning and post-training · Efficient VLA inference and adaptation · Failure recovery and robustness1,50919
- Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · Knowledge-graph and structured-knowledge RAG · RAG pipeline design and evaluation4,21819
- Diffusion modelsBusiest: Flow matching, time series and science · Discrete and text diffusion · Diffusion foundations and sampling16,57251
- End-to-end autonomous drivingBusiest: Imitation-learning end-to-end planners · End-to-end system architecture · Generative simulation for driving2,0337
- LLM agents and tool useBusiest: Software engineering coding agents · Web, search, and research agents · Agent threats, guardrails and governance15,835179
- LLM alignment / RLHF / preference optimisationBusiest: LLM preference optimization methods · Reward modeling and RLHF · Safety alignment and jailbreak attacks5,32217
- Mixture-of-expertsBusiest: Efficient MoE training and inference systems · Expert routing strategies · MoE in reinforcement learning and robotics2,60716
- State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Vision Mamba backbones · Hyperspectral image analysis with Mamba1,5307
- Synthetic data and self-improvement for LLMsBusiest: Self-evolving search agents · Self-evolving LLM agents · Safety of self-evolving systems1,6269
- Offline RL and imitation learning from dataBusiest: Offline RL algorithms · Robot manipulation imitation learning · Imitation and offline RL for driving3,7879
- Efficient LLM inference and servingBusiest: KV cache optimization · Visual token pruning in multimodal models · Speculative decoding3,18621
- LLM safety and securityBusiest: Prompt injection and agent security · Safety alignment, refusal and guardrails · Machine unlearning6,76535
- Mechanistic interpretabilityBusiest: Activation steering methods · Knowledge and representations inside LLMs · Circuits and mechanistic analysis1,59110
- Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Multimodal distillation · Knowledge distillation for LLMs3,51332
- Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL for robot locomotion and manipulation · Multi-agent reinforcement learning7,50942
- 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