infrastructure
A Short-Length Prediction Bought a Place in Line
JIL manipulates an output-length estimate used by a size-based serving scheduler.
Summary
JIL manipulates an output-length estimate used by a size-based serving scheduler.
In tests across two datasets and four models, adversarial suffixes cut predicted lengths by up to 83.4 percent and improved attacker-request completion time by up to 1.53 times on average. Coarse prediction intervals reduced the advantage. These are scheduler-specific experiments.
Why it matters
JIL manipulates an output-length estimate used by a size-based serving scheduler.
Limits and context
No additional limitation was separately recorded.
Key claims
JIL manipulates an output-length estimate used by a size-based serving scheduler.
Evidence: source-2026-10-04-018
Sources
- arXiv preprint 2610.03430, original v1arXiv / submitting research authors · primary research
Corrections
: Publication note: This October 4 edition was reconstructed on October 5 after the workstation was offline. It uses original October 2 submissions from the standard Sunday-evening arXiv release, rather than claiming those papers were available for the missed 9 AM run. The date and 9 AM publication slot preserve archive chronology; October 5 developments are excluded. The September 27 Invention Desk is carried over because its replacement was generated October 5.