Paper Citation Record · LEDGER

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

As of 20 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 8 inbound Pith citation observations for arXiv:2411.17651.

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

pith.paper-citation-record.v1
2411.17651 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:57:23.708715Z

measured 67 of 67 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T23:09:38.092583Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

59 of 59 outbound references displayed

verified exact0
verified fuzzy7
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 93c73a10-5413-420d-8da3-1e30c7082159 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.514523Z

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 fba673fa-654f-4f6f-9c11-ed9318b665ae · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.501843Z

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 55efe36a-7ed1-4ec9-8238-393a736639b9 · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.481930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5553aa-beee-4a8e-8bff-5d1dae50ac13 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.488807Z

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 5b5edc62-d85e-43db-bc83-98e30aeb9342 · outbound

This paper cites Language Models are Few-Shot Learners.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Language Models are Few-Shot Learners

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.490418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feaa37b0-2793-4e63-b00c-6128d2cb07ab · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.494219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a220c56-7e94-40ed-af1e-e3eac287e721 · outbound

This paper cites LLMServingSim: A HW/SW Co-Simulation Infrastructure for LLM Inference Serving at Scale.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving LLMServingSim: A HW/SW Co-Simulation Infrastructure for LLM Inference Serving at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.502233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47f82aa5-ab53-40bd-8614-d33d70718ea3 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.471033Z

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 83d18d76-054d-486e-99e5-7fdd6a5df7c3 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.455502Z

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 228fa12b-ae53-4dd9-be4b-1e5860b44f31 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.442508Z

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 948d64c4-8c5e-47f5-9c08-8c8d003b91c3 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.430669Z

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 710f2136-1f04-4e13-9114-5942e0eadd2c · outbound

This paper cites The Llama 3 Herd of Models.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.525829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a213cab-964e-4284-87b6-4a703c7af0c9 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.416963Z

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 260c5905-2bb4-4c25-8658-8d85e52e67f8 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.400152Z

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 55d401fd-50d2-4127-8623-90efe2fdfd84 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.386642Z

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 2960792d-8304-48a2-8529-904342be526d · outbound

This paper cites KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.547196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation babf9ba3-2db9-4149-961e-288e77d677b3 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.355989Z

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 53be198b-f6dd-4534-a1a0-0a5fe996fc9f · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.339277Z

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 5f72ad51-71a2-4a2b-a654-c604b85edf8f · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.324750Z

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 fbd1a12f-121c-4c42-9cba-92ba7c2c2ec3 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.311442Z

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 cfa6f029-7d53-463b-a9c7-00af62fcfafe · outbound

This paper cites Mistral 7B.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Mistral 7B

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.567482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef115a7-8e54-478a-b912-3f95238feb24 · outbound

This paper cites Mixtral of Experts.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Mixtral of Experts

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.571585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc23e61e-37ff-44a4-9fa0-0487849a9c5c · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.298241Z

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 631abf3d-f5a1-40d4-ad47-f006f578063d · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.285344Z

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 72638dea-e25d-4179-ae95-d75bea0825bd · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.273027Z

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 52421407-1222-4a23-b6b9-1b602db02e44 · outbound

This paper cites Tallent, and Kevin J.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Tallent, and Kevin J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.260515Z

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 7c46fdc7-6707-4cef-9a9c-18c0a56e28ef · outbound

This paper cites LLM Inference Serving: Survey of Recent Advances and Opportunities.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving LLM Inference Serving: Survey of Recent Advances and Opportunities

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.592203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 581a66b1-2caa-4280-aa93-5354037d6b53 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.596162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd2f581-16a3-43c4-b3d7-c330e1fc4199 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.226979Z

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 d343a29f-fba6-4a30-bab7-013d048d33d6 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.607227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f95101b-2aea-407b-9f9c-ae19fe7de9b2 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.215990Z

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 bcd4ded3-b898-4736-8393-4fca3f8495e1 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.204348Z

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 a120e60c-e34a-4bf7-a88f-e2605d3285cf · outbound

This paper cites Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.617839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d589b731-4305-4671-a3be-a32ce7035e3e · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.188386Z

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 cc563f58-2cfb-49d0-bc50-730272c53e20 · outbound

This paper cites Devanur, Gregory R.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Devanur, Gregory R

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.174900Z

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 b5e63abe-ee77-4c00-97c2-1b0691c54131 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.161191Z

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 e0c88de3-d48b-4610-91af-7747980cbeaa · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.146928Z

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 747cab56-9ea7-4881-bf0d-6c00d765d3fa · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.133017Z

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 ba6775d2-15bf-40ce-89c2-f24e3f670411 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.642531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51bbaa49-f74a-4057-8d63-fa0e2fcd7b8d · outbound

This paper cites GLU Variants Improve Transformer.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving GLU Variants Improve Transformer

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.650391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90a23140-0e5d-4700-a3c3-a92a02986d97 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.654181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dac21ef6-dbc7-4503-8f73-850cddda4106 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.099207Z

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 47ce1967-2f5c-4da7-8645-f17caa36ede5 · outbound

This paper cites In 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS).

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving In 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS)

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.112762Z

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 930ef69b-22dd-4e31-9e53-15680bf6e19b · outbound

This paper cites Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.669702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8273bf34-8e7d-4a08-8eb7-7e62edfd80db · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.061047Z

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 8c4c6396-2ac7-4eb9-920d-27e15390e65c · outbound

This paper cites Yu, Yubo Gao, Pavel Golikov, and Gennady Pekhimenko.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Yu, Yubo Gao, Pavel Golikov, and Gennady Pekhimenko

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.047362Z

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 e100b76a-00ea-4931-91cb-9b5de8c0d981 · outbound

This paper cites Lau, Yuqi Wang, Yifan Xiong, and Bin Wang.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Lau, Yuqi Wang, Yifan Xiong, and Bin Wang

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.033076Z

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 280ab567-39c8-46e4-a612-1d8142df4f6c · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.072795Z

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 8cd547a8-74c9-485d-bd33-f21fcfb34593 · outbound

This paper cites SGLang: Efficient Execution of Structured Language Model Programs.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving SGLang: Efficient Execution of Structured Language Model Programs

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.689505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a12912-cb84-47b0-9040-af45b814d3d2 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.019597Z

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 5f92eb74-6c08-459f-8890-7932afb6eaa0 · outbound

This paper cites LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.697344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa529a8e-9297-437c-a9a3-52030d8c526f · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.005189Z

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 3db352fd-eea8-408e-8bf9-cdc28c4339de · outbound

This paper cites LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.685440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01e2da1e-a97f-4415-88f0-03fb37fbdc28 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:23.991520Z

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 0d37847f-d7fb-4031-b333-89edf718b36c · outbound

This paper cites Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.704619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78a6c212-077c-4492-a3d4-a821b2414a25 · outbound

This paper cites In International Conference on Machine Learning.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving In International Conference on Machine Learning

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.372469Z

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 a23193e9-318f-485a-af4c-7882a023c7d9 · outbound

This paper cites an unresolved cited work.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving Unresolved cited work

Reference 2020

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:57:24.238964Z

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 33881422-4e60-4d7d-af08-e4be8bc70b08 · outbound

This paper cites A Survey on Mixture of Experts in Large Language Models.

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving A Survey on Mixture of Experts in Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:23.498205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f282d52e-e5cd-4229-b673-74cc8a845b0b · outbound

This paper cites In 2025 IEEE International Symposium on High Performance Computer Architecture (HPCA).

APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving In 2025 IEEE International Symposium on High Performance Computer Architecture (HPCA)

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:57:24.085800Z

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.

Pith citing papers

Observation e556ebbe-40a9-409c-9ae4-9cfbac3d5005 · inbound

Rethinking Network Topologies for Cost-Effective Mixture-of-Experts LLM Serving cites this paper.

Rethinking Network Topologies for Cost-Effective Mixture-of-Experts LLM Serving APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:36:10.834350Z

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 5762afb9-bd06-46ed-a66d-62d583908ddc · inbound

LLM-Emu: Native Runtime Emulation of LLM Inference via Profile-Driven Sampling cites this paper.

LLM-Emu: Native Runtime Emulation of LLM Inference via Profile-Driven Sampling APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:06:28.128155Z

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 ff0f1102-335e-418b-b431-8c461fd29b0f · inbound

Dooly: Configuration-Agnostic, Redundancy-Aware Profiling for LLM Inference Simulation cites this paper.

Dooly: Configuration-Agnostic, Redundancy-Aware Profiling for LLM Inference Simulation APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T02:45:58.414384Z

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 f6ef9946-1994-40d8-90ad-b6335be2eaa4 · inbound

Dooly: Configuration-Agnostic, Redundancy-Aware Profiling for LLM Inference Simulation cites this paper.

Dooly: Configuration-Agnostic, Redundancy-Aware Profiling for LLM Inference Simulation APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:21:23.893409Z

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 fbd16e74-453c-4769-a10e-0faa18871956 · inbound

Frontier: Towards Comprehensive and Accurate LLM Inference Simulation cites this paper.

Frontier: Towards Comprehensive and Accurate LLM Inference Simulation APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-21T03:49:31.099255Z

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 52156127-3287-4460-b27c-b0d3978f52e0 · inbound

AGENTSERVESIM: A Hardware-aware Simulator for Multi-Turn LLM Agent Serving cites this paper.

AGENTSERVESIM: A Hardware-aware Simulator for Multi-Turn LLM Agent Serving APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:07:30.488095Z

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 df695509-f662-4dd9-a116-ed57816e529d · inbound

KernelSight-LM: A Kernel-Level LLM Inference Simulator cites this paper.

KernelSight-LM: A Kernel-Level LLM Inference Simulator APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:54:06.311178Z

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 6adda855-b87b-4860-bc65-49502b36a8a9 · inbound

KernelSight-LM: A Kernel-Level LLM Inference Simulator cites this paper.

KernelSight-LM: A Kernel-Level LLM Inference Simulator APEX: An Extensible and Dynamism-Aware Simulator for Automated Parallel Execution in LLM Serving

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:02.182500Z

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.