%22%2F%3E%0A%20%3Cg%20opacity%3D%220.12%22%3E%3Crect%20x%3D%22120%22%20y%3D%22126%22%20width%3D%22420%22%20height%3D%2212%22%20fill%3D%22url(%23g)%22%2F%3E%3Crect%20x%3D%22660%22%20y%3D%22472.5%22%20width%3D%22360%22%20height%3D%2212%22%20fill%3D%22url(%23g)%22%2F%3E%3C%2Fg%3E%0A%20%3Cg%3E%3Cpath%20d%3D%22M%20419%20413%20L%20347%20143%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%20347%20143%20L%20728%20164%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%20728%20164%20L%201017%20181%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%201017%20181%20L%201057%20281%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%201057%20281%20L%20683%20131%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Ccircle%20cx%3D%22419%22%20cy%3D%22413%22%20r%3D%2212%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22347%22%20cy%3D%22143%22%20r%3D%2214%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22728%22%20cy%3D%22164%22%20r%3D%2211%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%221017%22%20cy%3D%22181%22%20r%3D%228%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%221057%22%20cy%3D%22281%22%20r%3D%2214%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22683%22%20cy%3D%22131%22%20r%3D%2214%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3C%2Fg%3E%0A%20%3Cg%3E%0A%20%3Ctext%20x%3D%2250%25%22%20y%3D%2250%25%22%20dominant-baseline%3D%22central%22%20text-anchor%3D%22middle%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%22108%22%20font-weight%3D%221000%22%20fill%3D%22none%22%20stroke%3D%22%230b1020%22%20stroke-width%3D%2210%22%20stroke-opacity%3D%220.6%22%20style%3D%22paint-order%3A%20stroke%20fill%3B%22%3E%23NEURO%3C%2Ftext%3E%0A%20%3Ctext%20x%3D%2250%25%22%20y%3D%2250%25%22%20dominant-baseline%3D%22central%22%20text-anchor%3D%22middle%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%22108%22%20font-weight%3D%221000%22%20fill%3D%22url(%23g)%22%20filter%3D%22url(%23drop)%22%3E%23NEURO%3C%2Ftext%3E%0A%20%3C%2Fg%3E%0A%20%3Cg%20transform%3D%22rotate(-8%20264%20126)%22%3E%3Ctext%20x%3D%22216%22%20y%3D%22126%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%2234%22%20font-weight%3D%22700%22%20fill%3D%22url(%23g)%22%20fill-opacity%3D%220.9%22%3ESymbolic%3C%2Ftext%3E%3C%2Fg%3E%0A%20%3Cg%20transform%3D%22rotate(10%20936%20516.6)%22%3E%3Ctext%20x%3D%22864%22%20y%3D%22516.6%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%2234%22%20font-weight%3D%22700%22%20fill%3D%22url(%23g)%22%20fill-opacity%3D%220.9%22%3EEnergy%3C%2Ftext%3E%3C%2Fg%3E%0A%20%3C!--%20Code%20card%20background%20for%20contrast%20--%3E%0A%20%3Cg%20opacity%3D%220.18%22%3E%0A%20%3Crect%20x%3D%2260%22%20y%3D%22378%22%20rx%3D%2216%22%20ry%3D%2216%22%20width%3D%22600%22%20height%3D%22176.4%22%20fill%3D%22%230b1020%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.35%22%2F%3E%0A%20%3C%2Fg%3E%0A%20%0A%20%3Crect%20width%3D%221200%22%20height%3D%22630%22%20fill%3D%22%23000%22%20opacity%3D%220%22%20filter%3D%22url(%23grain)%22%2F%3E%0A%3C%2Fsvg%3E)
AI & Machine Learning12 min
Neuro-Symbolic AI Cuts Robot Energy Use by 100x
Tufts researchers show a neuro-symbolic AI system uses 100x less energy and achieves 95% accuracy vs 34% for standard VLA models on robotic planning tasks.
Tag
#icra-2026
1 post