Paper Citation Record · LEDGER

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts

As of 7 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2506.12597.

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

pith.paper-citation-record.v1
2506.12597 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:56:26.322963Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

50 of 50 outbound references displayed

verified exact1
verified fuzzy3
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 149c82aa-8745-4c92-8d97-b58920982af5 · outbound

This paper cites Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:56:26.637318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08f5f164-3286-4cd0-bf08-4dfada968dee · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.169776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05f71a8-b585-47f4-8f2f-e9659ff16cf2 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.173553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a468245e-e4d9-40b5-ace0-ae185c811aa7 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.935993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 86705620-1c32-4167-b7fa-4a806b28cea5 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.924768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 04641c3b-d6ca-4277-b074-c9090b6004c8 · outbound

This paper cites Unified Concept Editing in Diffusion Models.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unified Concept Editing in Diffusion Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.183703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f319c1af-7c8e-430a-851d-df31903dabd4 · outbound

This paper cites Upcycling Large Language Models into Mixture of Experts.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Upcycling Large Language Models into Mixture of Experts

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.187530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afbeef49-3f5a-424d-82e1-b10230b0c9a2 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.191044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation addb035f-f311-45ef-a9a3-e45ab9129239 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.194043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a1f377-4fba-4a06-b4ff-4a8aa7f44336 · outbound

This paper cites Mixtral of Experts.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Mixtral of Experts

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.197160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a3948d6-9e35-432d-ba15-12a32fc67d56 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.914955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e306f15e-8ee5-4e34-bfe8-ac65b6b1ef88 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.905350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7feb77a-938b-4778-b57d-76161f1a37c5 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.207286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 571ce800-ed7a-464f-8da7-aeb9edfc39dc · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.895834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a7c89fc9-ecf0-4ffb-9250-5964a5255230 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.885549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3719c411-dbc3-4766-89de-cea2be10bd24 · outbound

This paper cites Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.216747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06ab21f3-8a81-42d4-b4bf-34df1d34692b · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.220009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddd21e82-93eb-4014-868c-6bd10bfbb128 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.869992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 68b1ddf7-46b2-4752-bfa7-3cad691ca982 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.860655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 56dc006e-b720-4ad4-bf2f-317ad163b71b · outbound

This paper cites Longpre, Le Hou, Tu Vu, Albert Webson, Hyung Won Chung, Yi Tay, Denny Zhou, Quoc V.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Longpre, Le Hou, Tu Vu, Albert Webson, Hyung Won Chung, Yi Tay, Denny Zhou, Quoc V

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:56:26.850939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ace95fe6-310d-4def-86a7-67c27d7afe79 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.840163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6317c8fb-f912-42b2-9886-aab04fcdfe72 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.235982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9478a347-d516-4dde-8e24-7d92ce2c30e1 · outbound

This paper cites The Llama 3 Herd of Models.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts The Llama 3 Herd of Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.239312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd339a99-6fb6-45d0-8bee-25a18c27eca0 · outbound

This paper cites Smith, Pang Wei Koh, Amanpreet Singh, and Hannaneh Hajishirzi.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Smith, Pang Wei Koh, Amanpreet Singh, and Hannaneh Hajishirzi

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:56:26.824394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 137ca168-5574-4685-b399-198c2827b237 · outbound

This paper cites Soft Merging of Experts with Adaptive Routing.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Soft Merging of Experts with Adaptive Routing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.245959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a34708-bb41-4b75-8027-039bc05d1dc7 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.814425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3d89c436-4280-438d-bf2e-53d2f74dfbd2 · outbound

This paper cites GPT-4 Technical Report.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts GPT-4 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.252088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 169c8a84-72d2-4473-890c-1141831418f2 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.804741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8015542-df26-4d4a-a1ad-cf5adccf0d39 · outbound

This paper cites From Sparse to Soft Mixtures of Experts.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts From Sparse to Soft Mixtures of Experts

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.259692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b74e893-f092-483e-9130-678f0c3ff61f · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.263039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9af0e932-39e9-41d3-9c30-5b1931fbff25 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.266052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de30317a-177e-40db-b944-d448d40d4dcc · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.781660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1bd67fd6-7f49-4961-8510-8f4c92c7284e · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.771305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a364da58-bbbf-4045-9c88-17074e739d5e · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.760452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e99227d8-ae31-4c6f-8a92-c05a7699a4b9 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.750930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0a4acaf1-2dbe-4bb8-9f69-2ba0d9bd2844 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.740948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8d75ded-17f7-46e5-ab6f-33da8687c56e · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.731217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 417420f8-d794-4090-925c-a19c80a992dd · outbound

This paper cites do anything now.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts do anything now

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.287419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dbf04da-ca96-44a0-a203-13cc4b4ba0a8 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.721214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7055f918-2695-4c36-bd5c-1fb899ec8518 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.293136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05c77475-dae2-4707-8628-d59de23ac906 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.705510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b12d88d-019e-42f3-b733-57bc96bdddd1 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.298812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a44a49d-941a-4be7-9d51-c667967a9faa · outbound

This paper cites Dai, and Quoc V Le.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Dai, and Quoc V Le

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.301643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 480ba3c4-dd69-4e54-a5e9-306b6103418c · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.682568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e44eb459-445e-4bb7-8298-4d9a097ce14d · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.307893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0022e5f7-a073-497f-922b-a169a6603577 · outbound

This paper cites Dai, Zhifeng Chen, Quoc V Le, and James Laudon.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Dai, Zhifeng Chen, Quoc V Le, and James Laudon

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:56:26.672354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 46269db3-6e0d-42bc-8364-39ea5eb65405 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.313533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3d37a27-da43-4a5f-8db2-814a41fd46e3 · outbound

This paper cites an unresolved cited work.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:56:26.662474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 92ea5d89-01ab-425f-b3dd-3260b0259696 · outbound

This paper cites online" 'onlinestring :=.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts online" 'onlinestring :=

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.319425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b686803-41ef-4caf-b2d1-f237f030afc1 · outbound

This paper cites write newline.

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts write newline

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:56:26.322963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.