mlsanity
A map of machine learning research.
481k 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 · Latent predictive world models2,62885
- LLM reasoningBusiest: Reinforcement learning for reasoning · Multimodal reasoning · Test-time compute and efficient thinking18,129167
- Multimodal LLMs / vision-language modelsBusiest: Embodied and 3D vision-language models · VLM benchmarks and visual reasoning · Visual token pruning and efficiency12,360108
- Vision-language-action modelsBusiest: Efficient VLA inference and adaptation · Failure recovery and robustness · Reinforcement learning and post-training1,50941
- Retrieval-augmented generationBusiest: RAG robustness and adaptive retrieval · Knowledge-graph and structured-knowledge RAG · Generation and context integration4,21836
- Diffusion modelsBusiest: Diffusion foundations and sampling · Flow matching, time series and science · Discrete and text diffusion16,572116
- End-to-end autonomous drivingBusiest: Generative simulation for driving · Imitation-learning end-to-end planners · End-to-end system architecture2,03314
- LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · General LLM agent frameworks and benchmarks15,835370
- LLM alignment / RLHF / preference optimisationBusiest: Safety alignment and jailbreak attacks · LLM preference optimization methods · Reward modeling and RLHF5,32232
- Mixture-of-expertsBusiest: Expert routing strategies · Efficient MoE training and inference systems · MoE in reinforcement learning and robotics2,60733
- State-space sequence models (S4, Mamba)Busiest: Core SSM architectures for language · Mamba for medical image analysis · Vision Mamba backbones1,53015
- Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-rewarding alignment and self-training · Self-evolving search agents1,62630
- Offline RL and imitation learning from dataBusiest: Robot manipulation imitation learning · Offline RL algorithms · Inverse reinforcement learning3,78722
- Efficient LLM inference and servingBusiest: KV cache optimization · Visual token pruning in multimodal models · Speculative decoding3,18652
- LLM safety and securityBusiest: Prompt injection and agent security · Safety alignment, refusal and guardrails · Machine unlearning6,76569
- Mechanistic interpretabilityBusiest: Activation steering methods · Circuits and mechanistic analysis · SAE features and their applications1,59131
- Knowledge distillationBusiest: On-policy and self-distillation for LLMs · Knowledge distillation for LLMs · Multimodal distillation3,51355
- Deep reinforcement learning methodsBusiest: Deep RL algorithms and representations · RL theory and sample complexity · RL for robot locomotion and manipulation7,50995
- 3D reconstruction and neural renderingBusiest: 3D Gaussian splatting methods · 3D scene stylization · Neural radiance field methods7,1414
- LLM pre-training data and scaling lawsBusiest: Optimizers, stability and training efficiency · Data mixtures and data selection · Pre-training corpora and quality filtering5976
- Speech and audio language modelsBusiest: Speech recognition models and training · Multilingual and low-resource ASR · ASR evaluation, bias and atypical speech8,98015