Stanford BEHAVIOR Challenge: robot full-task success jumps from 12% to 48% in one year
yining_hong · x · 2026-11-10
Stanford SVL announced results of the 2nd BEHAVIOR Challenge at CoRL 2026. Fei-Fei Li notes long-horizon everyday robotics tasks remain unsolved, requiring planning, detection, manipulation and failure recovery.
- Benchmark doubled: tasks 50→100, scenes 3→7
- Participation tripled: 96→265 participants, 57 submissions
- Winner: The North Star (Huawei Noah EAI Team); runner-up IF1001 (Intellifusion); third Cyber (Xiaomi Robotics)
- Best full-task success rate rose 4x from 12% to 48%
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