Shehab Sarar Ahmed
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126
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Crypto×1ML×1
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2026
CCLab: Adversarial Testing of Learning- and Non-Learning-Based Congestion Controllers
The paper introduces CCLab, an adversarial testing framework, to systematically evaluate the robustness of both learning-based and traditional congestion controllers, finding that learning-based controllers are generally more robust and can be further improved using adversarial traces.
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cs.CRcs.LGRecentMay 21, 2026
CCLab: Adversarial Testing of Learning- and Non-Learning-Based Congestion Controllers
Zhi Chen, Shehab Sarar Ahmed, Chenkai Wang, Brighten Godfrey +1 more
The paper introduces CCLab, an adversarial testing framework, to systematically evaluate the robustness of both learning-based and traditional congestion controllers, finding that learning-based contr…
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