Paper Citation Record · LEDGER

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving

As of 20 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2605.24832.

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

pith.paper-citation-record.v1
2605.24832 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T00:15:58.082725Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T15:10:37.938422Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

57 of 57 outbound references displayed

verified exact13
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd7f41d7-f4ce-4ae7-a2f8-5e43fc263a1a · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd8acf29-d88a-4d86-b57a-2bbf4bf80a03 · outbound

This paper cites 2025 , publisher =.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving 2025 , publisher =

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T00:24:04.107672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fff2e7ab-73bb-4c35-a0cc-9c6b3417dd9c · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1c03b8-e9a4-4f27-8de4-a72189258b66 · outbound

This paper cites Chiu, Zhihan Yang, Zhix- uan Qi, Jiaqi Han, Subham Sekhar Sahoo, and Volodymyr Kuleshov.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Chiu, Zhihan Yang, Zhix- uan Qi, Jiaqi Han, Subham Sekhar Sahoo, and Volodymyr Kuleshov

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1098aa02-d73c-48f5-a71b-d95f3c065515 · outbound

This paper cites Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T00:24:04.278742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7cdebb3d-0965-4ea6-ac06-b19948b79794 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea56a9d2-ea58-4414-8e6d-c888352e7944 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0b99bf-7616-418a-b951-dd3f6cd15c06 · outbound

This paper cites LLaDA2.0: Scaling Up Diffusion Language Models to 100B.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.313139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6482fb5e-6480-4179-934b-40aef1cdfc89 · outbound

This paper cites 2018.The psychology of human-computer interaction.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving 2018.The psychology of human-computer interaction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d673e09c-b7e7-4886-ba25-f4b202a0d60f · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67cd20fd-fb24-46ed-a00f-c5df76c57151 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8da4f01-fc28-4f20-83c0-7f2c5620230b · outbound

This paper cites Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.292586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7d6f4ba1-734c-4bfc-a4e8-a33a99d6529a · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2ded437-8cdc-496e-88f0-52f255f2a200 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a222e8af-f823-41e2-9385-b96e2b2cc1dc · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02eb0c29-3b2e-448f-a0a1-88bb73a13d62 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 719fa91c-d2a8-4321-9f0b-94f08c806ada · outbound

This paper cites int8 (): 8-bit matrix multiplication for transformers at scale.Advances in neural information processing systems35 (2022), 30318–30332.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving int8 (): 8-bit matrix multiplication for transformers at scale.Advances in neural information processing systems35 (2022), 30318–30332

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ebf11c5-a6ec-410e-beb3-a28f84522bc2 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72948ca-01d3-4529-bcc2-6e2ab6d3ee31 · outbound

This paper cites InProceedings of the 2019 conference of the North American chapter of the association for computational linguistics: human language technologies, volume 1 (long and short papers).

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving InProceedings of the 2019 conference of the North American chapter of the association for computational linguistics: human language technologies, volume 1 (long and short papers)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b763038-2346-479c-bcf5-7f56127b8027 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-06-30T00:24:04.112219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3c00376d-836e-43e0-a89a-2da81d0738e0 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f2ddbe3-0015-494d-bf16-0364f96043f7 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.301844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1bd14c69-963c-4323-b2c3-c9f896c2467d · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4dff80a-5045-4695-9803-330589c65a3c · outbound

This paper cites Mistral 7B.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Mistral 7B

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.304505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eb2995de-325f-45f3-b18a-07a2515422ab · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Sto- ica.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Gonzalez, Hao Zhang, and Ion Sto- ica

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b95ff778-bf2e-4d07-b832-be3acc553032 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631d82ee-4615-421b-be0a-f4d540f4aafd · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0d3801e-c114-4a72-bb07-dd16e8bf03ec · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f5cdd4-194e-4a34-82a9-d7af81145b1d · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d876ecf-cbf5-465c-bea1-bee2ad3d0bdd · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c93f4313-07d0-48b5-b1c2-56bc619e7ef3 · outbound

This paper cites AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.307474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5598cc26-30e1-4676-871b-d674b5aa626d · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13cc6f7e-10ae-40a6-acfd-373658f642e4 · outbound

This paper cites TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.295698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 135573d2-0ef2-4e30-9e9a-44161a4574a5 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e3838a2-383e-4eea-8ec4-8a47256b10e9 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af9c3d92-ea45-4d5b-9d8c-3e103c60a9dd · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7dfde7e-050c-43fd-8ae9-acb6d024c63d · outbound

This paper cites Large Language Diffusion Models.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Large Language Diffusion Models

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.316288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a621efd6-f6cb-4cd4-8b47-e47b7cb4c4fc · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4cce775-e868-4c62-b6a9-4ba05f1421d9 · outbound

This paper cites Fast Transformer Decoding: One Write-Head is All You Need.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Fast Transformer Decoding: One Write-Head is All You Need

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.281813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 31ad72ee-06e9-4e1d-8794-796e93170dfe · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0091a6d-1ba5-40f2-896f-769814b87017 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57042c41-43f9-4d28-995f-3070798f19b5 · outbound

This paper cites arXiv preprint arXiv:2507.17702 , year=.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving arXiv preprint arXiv:2507.17702 , year=

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.284602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 88c4045a-0ba9-4b34-90ae-f31bd00b672f · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cd2f24d-0969-4f2d-98ce-0fac41043812 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be49a82d-9356-437a-b8c0-20f9b7e5245a · outbound

This paper cites Roofline: an insightful visual performance model for multicore architectures.Commun.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Roofline: an insightful visual performance model for multicore architectures.Commun

Reference 45

Resolution: malformed identifier; arxiv_id, observed 2026-06-30T00:24:04.288077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a9183bd1-5f6d-459d-a5b3-7b4a5ce1ffa0 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e81e552-b6d9-436e-99d8-180855165a7d · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e7a25a6-d957-4a7a-be33-daa5011c9fc4 · outbound

This paper cites Qwen3 Technical Report.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Qwen3 Technical Report

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.319396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e8f04527-5bcb-4656-b5f9-e1267164ac4f · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a80afdc-97b8-43ac-bbe1-f6483141adc4 · outbound

This paper cites Are Transformers Effective for Time Series Forecasting?.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Are Transformers Effective for Time Series Forecasting?

Reference 50

Resolution: verified exact; doi, observed 2026-06-30T00:24:04.110065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47a01f8b-29b0-4ae0-a5de-11363caf57d2 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72f67bd-a913-4bc0-80a4-00ccfd0ef629 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b096f40-6aae-4c5f-9bf9-7fb38787e5d4 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 788ed5d4-aa67-4552-af63-844536b43ee9 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 108244b8-522e-4f95-b4f5-0f0edfffede3 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88cd79ac-18d0-472a-8510-5457e8bed580 · outbound

This paper cites LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-06-30T00:24:04.298449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 188aff1a-d816-421e-aa33-e51286416fe3 · outbound

This paper cites an unresolved cited work.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-30T00:15:58.082725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 07953599-3c75-4085-880b-5d0b8d7cb856 · inbound

What Governs Decode Throughput in Absolute-Offset GPU LZ77? A Work-Granularity Mechanism and an Encode-Time Min-Match-Length Lever cites this paper.

What Governs Decode Throughput in Absolute-Offset GPU LZ77? A Work-Granularity Mechanism and an Encode-Time Min-Match-Length Lever Optimus: Elastic Decoding for Efficient Diffusion LLM Serving

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T15:10:37.938422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.