VideoOdyssey benchmarks ultra-long video understanding via continuous certificates averaging 16 minutes, revealing MLLM failures in continuous reasoning and omni-modal perception.
An inference-time, model-agnostic method uses transformation equivariance to estimate uncertainty in pretrained registration networks, with maps correlating to errors.
NGDB-Zoo improves neural graph database training via operator-level scheduling and semantic augmentation, achieving 1.8, 6.8x throughput without I/O stalls.