Paper Citation Record · LEDGER

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.17420.

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

pith.paper-citation-record.v1
2505.17420 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:51:53.154620Z

measured 23 of 23 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e01a6648-6985-4ca2-8f98-16d4141d8053 · outbound

This paper cites GPT-4 Technical Report.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.340639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38aa4c6-73ca-4688-8c6c-c156e5555b90 · outbound

This paper cites an unresolved cited work.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.362700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d4a2d47-2c56-452f-9eb4-b5de198700b0 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.422845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76a8c7e2-caa3-4204-8c28-77bb60f2d59f · outbound

This paper cites SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.501090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ed9899-7c75-4117-a10b-8539a60bc3e4 · outbound

This paper cites LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.597620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a5f1c8-cb1f-41ac-8afe-021d6ac540f2 · outbound

This paper cites Not All Layers of LLMs Are Necessary During Inference.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Not All Layers of LLMs Are Necessary During Inference

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.721100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0d265e9-9b28-40c8-9e1e-20c73c06c549 · outbound

This paper cites The Llama 3 Herd of Models.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.855677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d78bdd-b6f6-4b71-863d-41687c3c861e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:51.962063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd1e5ce3-886b-4861-9a6d-d54f080ccb42 · outbound

This paper cites an unresolved cited work.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:54.034180Z

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.

Observation 18ed080e-0432-4a98-8c6b-f03e02882084 · outbound

This paper cites AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.225072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5647efe6-cb62-4864-9568-14b5cf30957d · outbound

This paper cites Measuring Massive Multitask Language Understanding.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Measuring Massive Multitask Language Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.345584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df9dcbfb-2cff-4c29-b1ba-04daa3e9a950 · outbound

This paper cites FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.466772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c017860-a3d9-485e-91f7-1e1be7523979 · outbound

This paper cites Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.490908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16070eb8-038d-4783-9b7f-478af00109b5 · outbound

This paper cites an unresolved cited work.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:53.858909Z

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.

Observation eb5cbf14-7e40-4a43-b3cd-e3f72118b92b · outbound

This paper cites ShortGPT: Layers in Large Language Models are More Redundant Than You Expect.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.519822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03767f2f-ddb6-4a35-ad71-b4fc76ee627c · outbound

This paper cites Pointer Sentinel Mixture Models.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Pointer Sentinel Mixture Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.592199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39859a22-f103-42b3-83f8-b417879e57a2 · outbound

This paper cites Get To The Point: Summarization with Pointer-Generator Networks.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Get To The Point: Summarization with Pointer-Generator Networks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.681122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1334dc08-0bfb-416d-9eae-d010615e7abb · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.760222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa018563-c17f-483f-9b5a-025aa500af79 · outbound

This paper cites an unresolved cited work.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:53.652559Z

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.

Observation 39088ef9-e16d-4a31-8e9d-4d56750a9c15 · outbound

This paper cites an unresolved cited work.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:53.478609Z

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.

Observation 4e3742c7-26a1-4820-beaa-8c220cde2144 · outbound

This paper cites Qwen3 Technical Report.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies Qwen3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:52.969311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1189219a-5dd6-4dd8-a199-69fe0222df11 · outbound

This paper cites online" 'onlinestring :=.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies online" 'onlinestring :=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:53.071698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7412d5f8-21d9-4ceb-a8d5-560e5a6d7dca · outbound

This paper cites write newline.

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies write newline

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:53.154620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.