Papers with multi-agent synthesis framework
NaturalSloth: Revisiting Denial-of-Service Attacks on Large Language Models (2026.acl-long)
Copied to clipboard
| Challenge: | Longer generations consume more GPU time, increase latency, and reduce throughput in multi-tenant systems. |
| Approach: | They propose an adversarial dataset of natural instruction-based DoS prompts to scale the dataset while preserving malicious intent and increasing semantic diversity. |
| Outcome: | The proposed framework scales with a human-curated seed set of natural instruction-based DoS prompts while preserving malicious intent and increasing semantic diversity. |