DELTAVID improves video MLLM fine-grained spatiotemporal perception by training cross-video difference spotting, boosting performance across multiple video understanding benchmarks.
GUITAR diagnoses GUI agent failures via state transition graphs to reveal 60.4% of failures concentrate in 20% of bottleneck states, improving success rates with targeted guidance.