# aggregation
3 articlestagged with “aggregation”
Map-Reduce Agent Pattern Attacks
Exploiting map-reduce workflow patterns in agent systems to inject adversarial content during aggregation phases.
workflowmap-reduceaggregation
Parallel Execution Attacks
Techniques for exploiting parallel execution in agentic systems, including race conditions, conflicting tool calls, output aggregation manipulation, and resource contention attacks.
parallel-executionrace-conditionsaggregationconcurrencyagent-exploitation
Federated Learning Poisoning (Training Pipeline)
Federated learning architecture vulnerabilities: Byzantine attacks, model replacement, gradient manipulation, and techniques for poisoning global models through malicious participants.
federated-learningbyzantinemodel-replacementgradient-poisoningaggregationprivacy