#embodied-ai
8 briefs tagged #embodied-ai.
Researchers target memory-based visual navigation
Two papers propose unified frameworks to improve embodied agents' planning and memory.
New papers target VLMs' spatial reasoning gap
Researchers propose runtime memory, RL training, benchmarks and 3D generation methods for spatial AI.
New papers probe spatial intelligence in AI vision models
SpaRRTa, SMA and PinpointQA target spatial reasoning gaps in visual and multimodal systems.
Researchers frame world models for robotics evaluation
Two papers outline robotics world-action models and a benchmark for long-horizon interactive model testing.
Researchers target reward bottlenecks in robot learning
New papers propose scalable reward and value modeling methods for robotic manipulation.
New VLA papers target robotic manipulation gaps
Recent research focuses on memory, recovery data and cross-embodiment training for robot policies.
New papers probe VLMs' spatial reasoning limits
Benchmarks and methods point to gaps in dense perception, global spatial awareness and visual detail use.
SmartMage targets adaptive modality use in 3D scene understanding
The proposed MLLM routes visual and geometric inputs based on query relevance.