A study of 628 participants tests whether contrastive AI explanations improve independent decisions. Explore the design, original charts and limits.

Why office AI agents lose context across turns, what the research tests, and how to evaluate tool arguments, meeting updates and recovery.

Explore graph features for Ethereum scam detection, the limits of eleven scam labels, and the tests needed before trusting a contract-risk model.

Can an HVAC controller reuse experience when its controls change? A look at the simulation results, transfer mechanism and deployment limits.

Research on annual-report summarization explains sentence selection, evidence traceability and the limits of overlap scores for financial disclosures.

Why minimizing pipeline communication can sacrifice parallelism—and how the research compares grouping, startup time and execution time.

How FedGAI shares fashion-sketch styles through local training and model updates, with original results on quality, computation and privacy limits.

Read the original IoT botnet detector’s errors, distinguish attack-family mistakes from missed attacks, and design a realistic evaluation.