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Home/Authors/Dingfan Chen

Dingfan Chen

1 indexed paper

Recent (6 mo)
1
With code
0
Influential cites
0
Benchmarked
0

Publications per year

1
26

Top categories

Crypto×1AI×1

Frequent co-authors

Zehan Sun1×
Songze Li1×

Research Timeline

2026
When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack

This paper demonstrates that LLM cascade systems, designed for efficiency, are vulnerable to targeted adversarial attacks that simultaneously degrade both performance and cost-efficiency.

Highlighted terms show continued research focus across papers

Papers

cs.CRcs.AIRecentMay 17, 2026

When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack

Zehan Sun, Dingfan Chen, Songze Li

This paper demonstrates that LLM cascade systems, designed for efficiency, are vulnerable to targeted adversarial attacks that simultaneously degrade both performance and cost-efficiency.

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