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Paper Citation Record · LEDGER

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement

As of 18 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2607.26633.

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

pith.paper-citation-record.v1
2607.26633 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:00:24.428630Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved67
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83fd6776-df56-48a6-bb78-7f7eb1130339 · outbound

This paper cites Gulavani, Alexey Tumanov, and Ramachandran Ramjee.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Gulavani, Alexey Tumanov, and Ramachandran Ramjee

Reference 1

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no resolver link, observed 2026-08-01T12:00:23.901536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:23.901536Z digest=sha256:fb375cc9418885fdc170c9ac10c3999749227037acca2e9435d5d561d1c11640

Observation 9ff3c4bd-ef9c-4342-b347-2a3ad41f0389 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-01T12:00:23.969488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:23.969488Z digest=sha256:631ed0c4f3f207837db3a5bbe045f7ba72c6b166584cf2c3c9961ebf7e79e9d4

Observation c9754679-c001-4cfd-a2db-c4bb7e1aed2e · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-01T12:00:24.078454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.078454Z digest=sha256:8f93bed1f65742af92c527eec35705b1fcd591d533b32d170c5954811388b57c

Observation 236f11f5-94ae-495f-a6e3-5bd328be44c9 · outbound

This paper cites PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling

Reference 4

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no resolver link, observed 2026-08-01T12:00:24.193945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.193945Z digest=sha256:d92524dc75f8830c3f14c3052de7bdd1940b6757ed2abb91b3737b8d26039d76

Observation dcdc4c30-2f78-4d60-9033-e2b4e1ac8ab9 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-01T12:00:24.294399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.294399Z digest=sha256:d9df4eb1537a23c24e318edf6a238425057338e81bfaa0007b35d2a7de31514b

Observation 810f9efd-b7d2-4c6e-85ed-ae8e99ac010b · outbound

This paper cites RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference

Reference 6

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no resolver link, observed 2026-08-01T12:00:24.299424Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.299424Z digest=sha256:ae491eba07ab9a78340091d8982daa23ad692c6a76b346da0188318ad0c5551b

Observation 203f054d-6b15-4be1-a9be-0ff08e39ca10 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-01T12:00:24.302792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.302792Z digest=sha256:9a97f5ed60aea5add8d75746ed453d0ba1ecbea1cdf8ceb0288d9dd992d7b783

Observation 40a75209-572d-4ad1-81f0-a9ac5f39846a · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-01T12:00:24.307341Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.307341Z digest=sha256:0578002130ecbe6fdd062328e4b7af4994ddbce1726de10695f79c4df6d7a116

Observation e0b8c51c-a00c-48de-a623-7496f68ecd1f · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-01T12:00:24.309446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.309446Z digest=sha256:6e53b16a17c8e5736243c88f25b2e501a2d63806573ea23c74d265d3504227fe

Observation 9c76fc46-d35b-4af9-bf4a-ee17bbe6722f · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-01T12:00:24.311404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.311404Z digest=sha256:103f4ee27193e08da28e08b95d72e1241bce6910be953a2f46e235c9ce85055e

Observation 27a626f1-d55d-48fb-9fc6-c2e0073d4aa9 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-01T12:00:24.313658Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.313658Z digest=sha256:f48c408a072544d2dabcc43012af50ca7e5ef7dd69207758efe16cc3994c5cbc

Observation f905f3a7-ddb6-4c39-9c3f-e81e238f7fba · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-01T12:00:24.315757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.315757Z digest=sha256:21e2b748c000495f4becdb75b28507df0dbd09f8a61f50e1dda1ac4cf6e114a6

Observation b88005c3-2e01-4f00-8afc-65b03062b6ce · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.317922Z digest=sha256:3508047265da75324a19d20994fd0cc43e313322d4f95c22b02a1cb86e023b8a

Observation 2b62c0b2-5127-4dd2-b481-a3a2d856862f · outbound

This paper cites RULER: What's the Real Context Size of Your Long-Context Language Models?.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement RULER: What's the Real Context Size of Your Long-Context Language Models?

Reference 14

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no resolver link, observed 2026-08-01T12:00:24.319890Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T12:00:24.319890Z digest=sha256:89ba4cd30aa79c467a485cdc8d710d77cfb33413a7ea6a86451b3f023d6672cc

Observation 3002495a-dfd1-4c50-884c-c698377c527b · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-01T12:00:24.322021Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.322021Z digest=sha256:4d085f6527ce27be27429f6f5ce66da854283ca9d98bd4dd8f6fe7e49713e77c

Observation 00e0b3c7-e502-4189-8d72-d8b9a7df62af · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-01T12:00:24.325980Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.325980Z digest=sha256:96e52a01789ed77c3a36f27b2e345ae9ce837db73c4578dddd54590aabde24ea

Observation 19fe23ac-298d-469e-ab8c-e7b302339d6d · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-01T12:00:24.324059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.324059Z digest=sha256:3df563ba3274fcc1753b1fe1c3df5ae114598642a5654f3861657634c497f93a

Observation ab96107b-84bf-4d17-8ed6-c66573e40489 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-01T12:00:24.330171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.330171Z digest=sha256:97799213489a83672d6c4643127a9c6cff545f64bb77fac813e9642f501ec9c1

Observation e6243ad9-3b48-449e-895e-da5000c597b3 · outbound

This paper cites 2023.𝑆 3: Increasing GPU Utilization during Generative Inference for Higher Throughput.Advances in Neural Information Processing Systems36 (2023), 18015–18027.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement 2023.𝑆 3: Increasing GPU Utilization during Generative Inference for Higher Throughput.Advances in Neural Information Processing Systems36 (2023), 18015–18027

Reference 19

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source=pdf_text observed=2026-08-01T12:00:24.327928Z digest=sha256:4dd093fce2d664204f914c68b720df9ba34ee10ef9280b2308ae5bfca4fdb9b1

Observation bc252862-98b0-4d58-abdc-784db1f887a5 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-01T12:00:24.334822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.334822Z digest=sha256:2ed8405896694d59355abfe3c7da7a6d48051b424e2efa0ac722e8cab266e958

Observation d91bba64-1cdc-42c5-86b7-c426145681c6 · outbound

This paper cites Lee, Sangdoo Yun, and Hyun Oh Song.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Lee, Sangdoo Yun, and Hyun Oh Song

Reference 21

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no resolver link, observed 2026-08-01T12:00:24.332152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.332152Z digest=sha256:e14e298d0a7e7f666d52862c0a27295bf07177d163e603ac4f3123197011c65f

Observation a36f46d6-6f76-4306-8975-f20bd12e4f6c · outbound

This paper cites Gonzalez, Haotong Zhang, and Ion Stoica.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Gonzalez, Haotong Zhang, and Ion Stoica

Reference 22

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no resolver link, observed 2026-08-01T12:00:24.338834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.338834Z digest=sha256:f11976353bb2276aee60735d4730a32f9c4f96ac64ea84b807dbf7b8363f66e3

Observation 769463a6-9a3a-4641-9d7a-6035f015918e · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-01T12:00:24.336986Z

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source=pdf_text observed=2026-08-01T12:00:24.336986Z digest=sha256:19c7a0ce9263a0c90818dbe537060b84063b44bcf2b6c3839a0a86a5a59c0a84

Observation 22415913-043e-48c6-b1b5-eb0060aeac22 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.342735Z digest=sha256:bec04f3c8011aded9d5e6f8a7a083131db85cb7ab760ab5661d531e5ad43651a

Observation fb913c13-1883-4775-99bc-45c9b9785f2c · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-01T12:00:24.340893Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.340893Z digest=sha256:28d29acdb17e20fca6298d7bce33883da4c0ec1b0d5d608d17e365576e79dd06

Observation 5b6f9911-3cc8-40ae-ae80-f0006ec61775 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-01T12:00:24.347608Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.347608Z digest=sha256:43c86c8a4bfcb240bbbf56c218b8d25b6388651eb189d7e8c5e0648bd6a63588

Observation 02aa21fa-6640-4f94-aaba-94b1af69d49e · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.344739Z digest=sha256:27774f8ebae2e08395d28f0769eec71042a75a5da781980a08397c72d2c5769b

Observation 028359ae-f35b-4bfd-a351-0a98f010c251 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.351865Z digest=sha256:cd0f44892fb5289bdd748caa63e1d95ebb8ab86489194fa48c5999c2e5b6fff7

Observation 157791a3-fc10-467f-8073-0c4f21e90eb0 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-01T12:00:24.349622Z digest=sha256:65d044c72b6f77694105928d63bb7fd153e605b596a198913160f458067bc09c

Observation 1a390197-ab57-4f8a-bc12-a200e6eae55b · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-01T12:00:24.355778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.355778Z digest=sha256:a1491b99a5991ed6018e01c246b0e51a2900afaf0305ee516c0255b05e9ec805

Observation 227dc22a-9cc6-4257-ba19-6cef55588081 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 31

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no resolver link, observed 2026-08-01T12:00:24.353700Z

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source=pdf_text observed=2026-08-01T12:00:24.353700Z digest=sha256:e920814ee8667e421747aab6ea9d5fc1d08aa17715df476782f1d0279cc65303

Observation 0596d7c2-5e46-4fd5-a709-2786388a2ad7 · outbound

This paper cites Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost

Reference 32

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source=pdf_text observed=2026-08-01T12:00:24.359361Z digest=sha256:108592557974b63fde3786dfc0d5abf97ca371d58fb2c1223a135fc3119d54ea

Observation a5491e1f-2dd9-4fb9-983d-b0387c9cbe41 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-01T12:00:24.357479Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.357479Z digest=sha256:a951eedaf8d3ca09e5652b58e5df9d048410818d808e2ddd8ed3c7a1c5046bae

Observation f6ee814b-fccc-4e16-b4e3-70d8a61a3c2e · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-01T12:00:24.363373Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.363373Z digest=sha256:9ea8cdabf9918bfc211f4375641d18da79c7b3cf54ffbab5a5595c5d031c7a15

Observation 217f1223-2e3d-4471-9730-f69cbd4d2d03 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-01T12:00:24.361398Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.361398Z digest=sha256:227d3544b6285a3c80140bfe7ff5074c58219a79543d77eb30c51c85de0c1ecd

Observation b2018fec-44bd-47ee-abbe-15e644875153 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-01T12:00:24.367407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.367407Z digest=sha256:849b4ac48ef17d369126d053a37e7d3020e33f2f07c8884e15a34ae491f74ae6

Observation 36d558ef-bfc5-44bc-88d3-b2e0487f09cd · outbound

This paper cites InstInfer: In-Storage Attention Offloading for Cost-Effective Long-Context LLM Inference.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement InstInfer: In-Storage Attention Offloading for Cost-Effective Long-Context LLM Inference

Reference 37

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no resolver link, observed 2026-08-01T12:00:24.365208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:00:24.365208Z digest=sha256:d8c0dbd9701912bf7fa2fc13f721d009081ebef368f14bd545b4db8861cc2c9a

Observation d12913ae-b1b3-4e89-9ab7-c64fdf5e8e7a · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 38

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Observation f9724966-8da1-434e-b186-8482e6760397 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-01T12:00:24.369264Z digest=sha256:fc450fd0c214068334d7ce2cdf8806c70bdad22b0177c78ab124677aae9f088e

Observation 6ed4195c-747d-40d9-bddc-91eea798e9a4 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-01T12:00:24.375165Z digest=sha256:a907afe2811862894532f9c57822780df8787c50515ad12d296be704a914613a

Observation 4764d7c9-dbd8-4274-9d17-adc5f2b5d85f · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-01T12:00:24.373272Z digest=sha256:b3f2cb1bda7f0201bd7abf7441ce2639098806f0a059ab6772273e3b8999b3b1

Observation 03a28ed4-d9de-41dc-966c-996d8d7639dc · outbound

This paper cites Ezgi Yücel, Jinkwon Kim, José F.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Ezgi Yücel, Jinkwon Kim, José F

Reference 42

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source=pdf_text observed=2026-08-01T12:00:24.381230Z digest=sha256:ad81d1b1ad0d3b63035f191f5e22aea1334215e3878a3bcdfd3dc5893cec4448

Observation 1086abc8-99a1-4fee-9687-1c3cb3a3a6f7 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-01T12:00:24.377010Z digest=sha256:3679c4b2db9d61b1d7157949673101fc83931e48cee5566ec82694733ca4eb0b

Observation 525d3da3-20f4-4d9f-87cd-f68f64dc26b4 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-01T12:00:24.385604Z digest=sha256:051f40cdfe97d8be2b7a0e9167363278db87f5d8b758f0c91d5aaa61d146cde5

Observation 76daa33d-7dd6-43e4-b4da-bf0300038903 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-01T12:00:24.387585Z digest=sha256:8e5aa8ee5b24a12f3c45bd402a2b3a69985c0dc9b951339e63a771305cbe2315

Observation 5f616160-9dd5-4513-aeea-b0befd3e7ae0 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-01T12:00:24.383345Z digest=sha256:ea1ba439a981780baed357bcbe84f250a125a6f0cc01f41ea4985a51b877a4fc

Observation 0ac1966d-46cd-420b-812a-c470e9bc929d · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-01T12:00:24.392350Z digest=sha256:51d08bcce80f9c51015f3c9a3ba9ff8588ce56c71acb94838d0ef907a1b604bf

Observation b8a2c561-c557-44b3-86d6-b2897e98c702 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-01T12:00:24.394351Z digest=sha256:b4626d8e7944642665f222675473a43a2a188cb94d282f291765d7daf4d8ddfb

Observation 5dd82064-0bb5-4692-96a9-d38c487f5bc6 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-01T12:00:24.389654Z digest=sha256:a49710fc0a6618b83408fea97456886f4d17d064394a7e80d22f163854b9c9b5

Observation fdfb098c-a60f-4f1f-b4c8-4169a21f77b9 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-01T12:00:24.398551Z digest=sha256:c859f25805d66386d01df9db3c09b3caaa26fa3b11c9d9613eb758d988db41be

Observation 31550e5b-575f-4795-83f8-d086f1d709cf · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-01T12:00:24.400733Z digest=sha256:6c7ccaf623089ba3d14b0732bc6846b294a0bf4d60d58b3ef341651d6c93f43b

Observation ca98bd0a-0cc2-4dce-bf16-6ae169906a26 · outbound

This paper cites ServeGen: Workload Characterization and Generation of Large Language Model Serving in Production.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement ServeGen: Workload Characterization and Generation of Large Language Model Serving in Production

Reference 52

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source=pdf_text observed=2026-08-01T12:00:24.396359Z digest=sha256:37133e4cd735b0d3cd0f9a5845d3190e597ce571f8b94ba84f2f5042363dccc6

Observation dbb8c55c-7a8a-4c3b-86cf-e384705062ea · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-01T12:00:24.404330Z digest=sha256:d451c69af60e3accb87bf46471f8a4f4bc013b801f20344ed703b74090ca9b3a

Observation b187db27-34d5-4bba-b9fd-d6c8914e1c92 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-01T12:00:24.406280Z digest=sha256:86ad24b2a19de8f269ef57629aead9ac6be69f3611d842579bb4fdb774d8f8f2

Observation d7242d95-39a6-49f2-aa3a-d2d00b3d9c66 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-01T12:00:24.402672Z digest=sha256:18b98267dea52599b3cfd948571d329badd2bc00c3530688b18a1785af21a902

Observation 03f5a712-6e54-460a-8860-e51a6507d3d6 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-01T12:00:24.410109Z digest=sha256:d93b2a06041eb5fdb3e44cc8f70f62243e1d75522a9660ca7415eae289fb5a4b

Observation 9d2d8d7c-48a5-4710-a506-4a869d174421 · outbound

This paper cites LLM Inference Unveiled: Survey and Roofline Model Insights.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement LLM Inference Unveiled: Survey and Roofline Model Insights

Reference 57

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source=pdf_text observed=2026-08-01T12:00:24.412238Z digest=sha256:ec9e54bd8fe37e0e0c1c93a888f8bcd549664101197a842869c4d8618214d994

Observation 3ba9aeb0-1222-4cb0-b2b3-0aec095ac74d · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-01T12:00:24.408161Z digest=sha256:be0ce302a9543eb03d558d6b1fc5f3dc62d7b8b3eefe2eb9ee24f272cf7ce1e3

Observation aa021a8f-fa54-4d5d-9f2b-762b0346dba7 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-01T12:00:24.416382Z digest=sha256:ac58e3c124538622e23b4319eed9151916449cc8717b8752f0ab8dbedaa5ab51

Observation 61173730-87ef-413f-801e-818eb81b8436 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-01T12:00:24.418254Z digest=sha256:91f0ce28b3b89005caf798ec25c771965b6e0c4eba9d4dd21f39e288eeb8c21e

Observation cdca5b8b-fa50-422a-a730-f81d91ac7a93 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-01T12:00:24.414489Z digest=sha256:751e58732968a5a503a0aaf3e2e4840d2afa2b498be1ee5f96938a8c047d364e

Observation 49adc9b6-70e5-41a1-9166-ca2de3f5280c · outbound

This paper cites 2024.{DistServe}: Disaggregating prefill and decoding for goodput-optimized large language model serving.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement 2024.{DistServe}: Disaggregating prefill and decoding for goodput-optimized large language model serving

Reference 62

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source=pdf_text observed=2026-08-01T12:00:24.424501Z digest=sha256:7634afb888e997e2237bdd03f10cffa484799da8f5ab16b3332989b8a715d2b2

Observation 609c6c46-bd04-4d1f-b909-c59198a9db17 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 63

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source=pdf_text observed=2026-08-01T12:00:24.426535Z digest=sha256:6de619d271263ba6a81ef94ab8baa838a870692de72aeb367ef2fb35243f8b0a

Observation 2c9d7459-2867-4d94-9199-042a04b142d1 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 64

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no resolver link, observed 2026-08-01T12:00:24.420562Z

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source=pdf_text observed=2026-08-01T12:00:24.420562Z digest=sha256:81f613628d4487920e4618aa7db931da7ad7d0435acdb9da02e7388bd3f6d43c

Observation 9f829100-cbe4-4ed2-afc6-8ae8a96c8e47 · outbound

This paper cites Fast KV Compaction via Attention Matching.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Fast KV Compaction via Attention Matching

Reference 68

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source=pdf_text observed=2026-08-01T12:00:24.428630Z digest=sha256:f9a0ec510d8c98ae5c48db623efc9d8d05f3709b9be3ee2525426a52e1ad6b1f

Observation c8d46ddf-1365-411f-9587-cea71dd504b6 · outbound

This paper cites an unresolved cited work.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement Unresolved cited work

Reference 2023

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source=pdf_text observed=2026-08-01T12:00:24.422500Z digest=sha256:5edaafc513fcff93fbdd1abb8d1ce0a6f7c8e8da91a877f3c51a19e86f77976d

Observation 37d80edb-c437-45b0-a479-9bac4e60af1c · outbound

This paper cites InInternational Conference on Architectural Support for Programming Languages and Operating Systems.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement InInternational Conference on Architectural Support for Programming Languages and Operating Systems

Reference 2024

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source=pdf_text observed=2026-08-01T12:00:24.379152Z digest=sha256:4eb2a7c575f3b4c4654eb7f4c9ce7e6bcd6e647103b2bce48b237bac43792a2f

Observation c7550a55-0728-4e64-8104-1f6220c733bb · outbound

This paper cites ELIS: Efficient LLM Iterative Scheduling System with Response Length Predictor.

NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement ELIS: Efficient LLM Iterative Scheduling System with Response Length Predictor

Reference 2025

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no resolver link, observed 2026-08-01T12:00:24.304941Z

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source=pdf_text observed=2026-08-01T12:00:24.304941Z digest=sha256:892875c698f78738960be37ca50760ea440a9d3cfb32382fe7b919fba2e093e0

Pith citing papers

No inbound Pith citation observations are available.