chips infrastructure
The Agents Send Only the Latent Pieces That Still Matter
SCALE reuses similar tokens across time and schedules semantic gain against bandwidth and real-time deadlines.
Summary
SCALE reuses similar tokens across time and schedules semantic gain against bandwidth and real-time deadlines.
The method matches tokens between consecutive latent messages, profiles the gain and cost of sending different amounts of representation, and schedules pending transmissions under bandwidth and deadline limits. Across three cyber-physical benchmarks and a physical spider-robot case study, the authors report higher task performance and on-time delivery in constrained networks. The results do not establish general network efficiency outside the tested models and conditions.
Why it matters
SCALE reuses similar tokens across time and schedules semantic gain against bandwidth and real-time deadlines.
Limits and context
- The results do not establish general network efficiency outside the tested models and conditions.
Key claims
SCALE reuses similar tokens across time and schedules semantic gain against bandwidth and real-time deadlines.
Qualification: The results do not establish general network efficiency outside the tested models and conditions.
Evidence: source-2026-11-06-013
Sources
- arXiv preprint 2611.08390, original v1arXiv · primary research
Corrections
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