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Paper Citation Record · LEDGER

DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2504.05598.

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

pith.paper-citation-record.v1
2504.05598 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:43:17.701326Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T01:06:24.210812Z

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 34224e74-e6de-49e1-9e6b-f668b97023ec · inbound

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem cites this paper.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T21:43:17.701326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:43:17.701326Z digest=sha256:c293d09ec405185c35968d8988f16194314b56b096cf5e1b0d01480701c4aba1

Observation f2a62a3f-bea1-4ced-8329-b10a2d0b0a28 · inbound

Scaling LLM Inference Beyond Amdahl`s Limits via Eliminating Non-Scalable Overheads cites this paper.

Scaling LLM Inference Beyond Amdahl`s Limits via Eliminating Non-Scalable Overheads DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-07-02T01:06:24.212267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T12:48:02.761437Z digest=sha256:06b266b5c395d4e62059dd0eb25b732c25cdaf8fa6a7a22e86c7d65b3f5923a5