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 · Video-generation world models and simulators · World models for language agents2,62861
- LLM reasoningBusiest: Reinforcement learning for reasoning · Multimodal reasoning · Test-time compute and efficient thinking18,129106
- Multimodal LLMs / vision-language modelsBusiest: VLM benchmarks and visual reasoning · Embodied and 3D vision-language models · Video understanding with MLLMs12,36065
- Vision-language-action modelsBusiest: World model-based VLA · Reinforcement learning and post-training · Failure recovery and robustness1,50928
- Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · Knowledge-graph and structured-knowledge RAG · Agentic RAG, agents and memory4,21826
- Diffusion modelsBusiest: Discrete and text diffusion · Diffusion foundations and sampling · Flow matching, time series and science16,57284
- 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 · Agent threats, guardrails and governance · Web, search, and research agents15,835252
- LLM alignment / RLHF / preference optimisationBusiest: Safety alignment and jailbreak attacks · LLM preference optimization methods · Reward modeling and RLHF5,32221
- Mixture-of-expertsBusiest: Expert routing strategies · Efficient MoE training and inference systems · MoE in reinforcement learning and robotics2,60722
- State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Mamba for medical image analysis · Vision Mamba backbones1,53011
- Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-evolving search agents · Self-rewarding alignment and self-training1,62617
- Offline RL and imitation learning from dataBusiest: Robot manipulation imitation learning · Offline RL algorithms · Imitation and offline RL for driving3,78714
- Efficient LLM inference and servingBusiest: KV cache optimization · Visual token pruning in multimodal models · Speculative decoding3,18627
- LLM safety and securityBusiest: Safety alignment, refusal and guardrails · Prompt injection and agent security · Machine unlearning6,76550
- Mechanistic interpretabilityBusiest: Activation steering methods · SAE features and their applications · Knowledge and representations inside LLMs1,59117
- Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Multimodal distillation · Knowledge distillation for LLMs3,51338
- Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL for robot locomotion and manipulation · RL theory and sample complexity7,50962
- 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