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Paper Citation Record · LEDGER

Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2505.21594.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.21594 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T14:12:06.034679Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-16T14:12:58.618755Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation df2dc663-46c9-472f-94a7-e5841e1976f0 · inbound

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching cites this paper.

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-16T14:12:58.621500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T14:12:06.034679Z digest=sha256:a2aa4bd9444be6486a18ac1c88a4497e862cfac59149e673573f9863a2ac969a

Observation 00859517-2e00-4355-ab12-aae94828d20b · inbound

Networking-Aware Energy Efficiency in Agentic AI Inference: A Survey cites this paper.

Networking-Aware Energy Efficiency in Agentic AI Inference: A Survey Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

Reference 108

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:25:58.639355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:39:02.634334Z digest=sha256:04e5991b57320bdfdf8394dcd3cd6d42f8a71554880f847120fa6c96ceea0082

Observation 5f73e5ba-c9cc-462d-b4ae-8c3ff8dab8ac · inbound

DiP-SD: Distributed Pipelined Speculative Decoding for Efficient LLM Inference at the Edge cites this paper.

DiP-SD: Distributed Pipelined Speculative Decoding for Efficient LLM Inference at the Edge Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:01:06.920912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-09T23:42:28.685343Z digest=sha256:a777c651ea942645c1d0368070fc0c605eb7ad97163294280044445d3fdaa565

Observation dea695fc-2bfd-4727-91d6-c39f07a4ee81 · inbound

GELATO: Generative Entropy- and Lyapunov-based Adaptive Token Offloading for Device-Edge Speculative LLM Inference cites this paper.

GELATO: Generative Entropy- and Lyapunov-based Adaptive Token Offloading for Device-Edge Speculative LLM Inference Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-12T03:21:18.875113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T03:19:24.642448Z digest=sha256:649a67a835c201fcf5aa76019d067e131e8593cffe091b8023dffe3dd439844f