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Paper Citation Record · LEDGER

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

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 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 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:36:59.782376Z

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:e2f35bb0b80f9f11414f86a8d9f88de53efbab3bb68870f983fdd48f0c4b9180

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T12:48:02.761437Z digest=sha256:bbc9a5ea0f3da868b6fc8cecebf6770e4e14f1a511894c4f1d405d59689a59bc

Observation 1341b6a8-c646-4b59-af96-c8c799e8ca4d · inbound

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization cites this paper.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-14T04:36:59.782376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:36:59.782376Z digest=sha256:a06772ce157d6f9f8d7cacadb313ccff357fb2e1a405d13fd3669604dc8399f2