mlsanity
A map of machine learning research.
469k papers · 15 areas
Busiest: Software engineering coding agents →Areas
193 directions · week from Mon 5 Oct
- World modelsBusiest: Embodied and robot world models · Latent predictive world models · Video-generation world models and simulators2,62855
- LLM reasoningBusiest: Test-time compute and efficient thinking · Reasoning for agents, planning and code · Spatial and embodied reasoning17,73799
- Multimodal LLMs / vision-language modelsBusiest: MLLM jailbreaks and adversarial robustness · Embodied and 3D vision-language models · Prompt learning and adaptation of CLIP12,36058
- Vision-language-action modelsBusiest: Failure recovery and robustness · Efficient VLA inference and adaptation · Reinforcement learning and post-training1,50936
- Retrieval-augmented generationBusiest: Generation and context integration · RAG robustness and adaptive retrieval · Agentic RAG, agents and memory4,21816
- Diffusion modelsBusiest: Flow matching, time series and science · Diffusion foundations and sampling · Diffusion and flow policies for robotics16,57292
- End-to-end autonomous drivingBusiest: Reasoning VLA and VLM driving policies · Imitation-learning end-to-end planners · End-to-end system architecture2,03310
- LLM agents and tool useBusiest: Software engineering coding agents · Agent threats, guardrails and governance · General LLM agent frameworks and benchmarks15,835211
- LLM alignment / RLHF / preference optimisationBusiest: Safety alignment and jailbreak attacks · Process reward models for reasoning · LLM preference optimization methods5,22827
- Mixture-of-expertsBusiest: Expert routing strategies · Efficient MoE training and inference systems · MoE large language models2,60722
- State-space sequence models (S4, Mamba)Busiest: Time series forecasting with SSMs · Vision Mamba backbones · Point clouds, detection and remote sensing1,5305
- Synthetic data and self-improvement for LLMsBusiest: Self-evolving LLM agents · Self-rewarding alignment and self-training · LLM synthetic data generation1,62618
- Offline RL and imitation learning from dataBusiest: Robot manipulation imitation learning · Diffusion and flow policies for offline RL · Offline RL algorithms3,78719
- Efficient LLM inference and servingBusiest: Speculative decoding · KV cache optimization · Efficient reasoning and agent inference3,18635
- LLM safety and securityBusiest: Safety alignment, refusal and guardrails · Prompt injection and agent security · Machine unlearning6,76553