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Paper Citation Record · LEDGER

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving

As of 23 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2504.15299.

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

pith.paper-citation-record.v1
2504.15299 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:32:54.479175Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

48 of 48 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9491ccac-49b5-4cb6-af8e-39a215d2ca12 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.976983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.309331Z digest=sha256:a6fc01dc4a4ecbaf0226f08f1c56bfc360c38c034884f7fe7a96e668f90a8940

Observation 3ef9fcbe-b0b3-4b87-9f2f-c7534b474bf1 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.966739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.313803Z digest=sha256:84b33845d194a086e4a67b8c49f4d7dbdd41c210bc5d983e0b69b782cac81bb7

Observation 50f84d40-7599-4ddb-ac1a-f8cbe531e026 · outbound

This paper cites Gonzalez, Matei Zaharia, and Ion Stoica.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Gonzalez, Matei Zaharia, and Ion Stoica

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:54.956615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.317395Z digest=sha256:03183021ef7e34248300bc1be701046cef3ef921f76eb44b975686336f38bbff

Observation 5ea89d19-48b9-4c34-b825-da952e691d65 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.947063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.320566Z digest=sha256:e1ee6b4e3facb3cf438f89aa7aa4f089c7d87da01ae24ab4a49af89846c67c8e

Observation bb7d6ffb-dc0b-45c8-9ba0-4e8e41c76859 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Evaluating Large Language Models Trained on Code

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.324138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.324138Z digest=sha256:fb72ba04e3248179135a677d08db4ce7bfde3abfdfad5061590d97a9bc734603

Observation edf54c3d-c86f-4d20-8f09-1e86fc2370d7 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.936585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.327668Z digest=sha256:335354e2d91b6d907fb6db5e90d1e8f21c1bd9d6c3fd0df624b14895f4f38b17

Observation 44674f40-d763-404d-aba4-18fed2455059 · outbound

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

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.331354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.331354Z digest=sha256:4332b0dd4ca3252d3f43484440e3d24efec4416d7bce661159d3597bb5a2d8a8

Observation 9f05b19e-515c-47fc-bf2a-d0833ad927b1 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.926424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.334958Z digest=sha256:8851baf4287adec3c0f39dd3ea5cdd64f4e74882259eacdf1446a745d8d6e7d5

Observation db39ec6f-bf21-4972-9f25-3f4edd4868c9 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.916167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.338290Z digest=sha256:3ccd304ef29d6e738151b7112585bb4adf65720fa94387d45b37230c3b293179

Observation eba43716-4bca-4f00-b151-b5811c0b5a50 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.906080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.341530Z digest=sha256:39a45e38e2ab7624698a4f354b465b621bc89874875afcd8537e5ff6d9cdcb7b

Observation a7f8683f-2b0f-4b79-9d59-22f11ecb1fe2 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.895519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.345288Z digest=sha256:5e96aa59ef82dcd976b6fa621daef9538d5197be58426140ff46d961cc542453

Observation 15199df4-8a29-48b9-918d-da24d1e82a22 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.883830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.349050Z digest=sha256:f5c69946f355d96b51164001e7b9e9a6fe251c78e1507d19896fe8f6ed5047d0

Observation 49b21530-cbc2-4349-87d5-26a1234f65e7 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.871980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.352542Z digest=sha256:0b7837bf7c6804b6cd581e4769b60e82b6858ac6cd0513f84124f6899afe81d8

Observation 9e67b305-c87d-4ccc-8614-31f6a3791f6c · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.858244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.355884Z digest=sha256:8dd234093ec857aee31d865193362dbeb4763ea5646a412f894dd03380e8e707

Observation dd33857a-733a-4a3d-a916-8bbe7da7bc37 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.847711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.360041Z digest=sha256:d004c77592caf05734ea197f756e324ec5d9251cbcf4590f9304c07ae3c5e007

Observation 243b5947-25f6-4bee-993a-bdbf9cf17326 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.837988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.363519Z digest=sha256:204faa8c618c6a0c705962de7ce38c8b56ffb481a00b1615980b4e593b823e80

Observation 605e2cd4-5aec-408a-a28c-3973cbf52461 · outbound

This paper cites Mixtral of Experts.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Mixtral of Experts

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.366956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.366956Z digest=sha256:fb38e3b7ca717e6ca3feab8a4cf324190fa6c64b3abb7a0ebd742c4f0ec5c827

Observation fb848701-5c85-4a9f-af56-1eaf8d3bb752 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.827869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.370400Z digest=sha256:3aa30f7cd910be63541b9bc9d51ef53b98781e1a6aaaacc5d45dd0da9c8498bc

Observation a97478fb-6055-4c52-8fd2-1c5ca6a6fd36 · outbound

This paper cites Mixture of Quantized Experts (MoQE): Complementary Effect of Low-bit Quantization and Robustness.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Mixture of Quantized Experts (MoQE): Complementary Effect of Low-bit Quantization and Robustness

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.374122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.374122Z digest=sha256:23c800a413125f75667fe952098f4eef064d3130543a97f2cab7765cdcb5127e

Observation f0c6583b-ad3d-4851-8afe-e261c4d51904 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.377914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.377914Z digest=sha256:dc5d509a22d770a71ddc4447f81fb31ec0ef4ef7fa6507c7ea8921a78ea47eaa

Observation 14248cab-b2b3-4f3b-b84e-e9c8fdf4461d · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.385090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.385090Z digest=sha256:1a9c22bb6417fd5830a21e5d70dd8395abad6a400f059fa9be42c9a0a6fac34e

Observation 0f81fc89-53ba-4627-86b7-9a5e61be613a · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.782930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.392001Z digest=sha256:39882498d43bc2676d177747ad40391700b90a6a5ab292688ba7fa4fd20565f7

Observation 3d5c1537-6c1c-4e90-b1d2-611a5f521149 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.772008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.395155Z digest=sha256:03faaef6d066c59d5e9de045abe3315bc4378de1b1ea54e2095d8e90cbe6acc4

Observation d126ad51-fac3-4532-970e-b2fd31f94d5d · outbound

This paper cites QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.398299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.398299Z digest=sha256:e6ef46d8646529c95615c5fc9271fad23f398bea335977f40dcfb46485cdebac

Observation 538e7e25-2ba5-4815-86a6-24eeaad48931 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.761629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.401834Z digest=sha256:873eb56ba66b0da37136616efabff4f3c4f9b292333976cc3530a1677e4cc743

Observation bb833f28-fc29-4487-96a8-125180e05620 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.405154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.405154Z digest=sha256:069cdc12fd519b6f88612a8dac94436e615e59add439e6cf39c42da20b0acd7a

Observation 0f56ffba-2317-4b93-bcbb-bab5ac4cc3bb · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.745343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.412571Z digest=sha256:defdc18ccdff794e3d891d03739c08db735b3ea7ef0a5c4db51e76381d04fbf1

Observation d2ce5851-5bd4-45a4-9684-64dc0478aca7 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.735955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.415667Z digest=sha256:11608ff77a217492eff20bb07bb4bb79e14d38436d6f42d64d05d8917b8191ea

Observation d5b4bf33-796f-480a-b929-b53d095f21d2 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.725643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.418577Z digest=sha256:93b30f9532299c8e7bba6fc05df8fa4dfed46eb0829fc1d9745c50ab8ac1e9b0

Observation 5328c7ee-0f14-4fa5-a235-c0c109fa7eda · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.714097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.421434Z digest=sha256:f57e04d70ff673f192c150540dd0287b1f104172afc6bef7423c6216ddc8ee1d

Observation 31b9f790-a7f1-405d-83c9-51c6ebe0c14f · outbound

This paper cites Mixture-of-Depths: Dynamically allocating compute in transformer-based language models.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Mixture-of-Depths: Dynamically allocating compute in transformer-based language models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.428034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.428034Z digest=sha256:95c7b9c327f7adbf15d28ed8a173a2d9a984cd70f5160d0b1d4f0a238dfeecd8

Observation 70e09151-f487-44f6-bb89-363ac5b385cf · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.703778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.431795Z digest=sha256:12139f7e3333119f8a873ee821dcef1ee4419ff7dd994dcc616e6a42e5743794

Observation 487be635-6bd0-4608-9860-dce29f6326c7 · outbound

This paper cites PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.435469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.435469Z digest=sha256:53fc6c39f4b8ed069184886e6c61aab3921dd83b9b4518285ebf7cb8e233ef0b

Observation 7b997954-d684-46c1-9b76-b2dd02a283a9 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.693754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.439089Z digest=sha256:40ab8bc77ecb89d99b913e7c0aba64424e6b55b980885f0dfd064707d5d7c6db

Observation 4e26d942-4d27-4745-9ecf-42da3cb19a5f · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.683399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.443161Z digest=sha256:74d21b4a711c077544a7eb075878878ceb021b6f102ef353546b4eb336fbd9ba

Observation beac9d50-1b9d-4b61-946c-526f77a0f28e · outbound

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

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.446601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.446601Z digest=sha256:223455ab07b6c8fb865a6521e676a773aa0b5c0b9daacefd37b6596a2b64f25f

Observation 92035779-ebea-4691-a1f5-42743026d3cf · outbound

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

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:54.672502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.450050Z digest=sha256:348a95ab5b975d2913af955b73987583683ccf028fc358b077d530942bb0aaee

Observation 67e92694-5ce1-4f0b-b0e3-94d7be89c9df · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.660613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.453261Z digest=sha256:93cfc78484337e36144bf294746414b23bb539d5f137505b2171f6da9c972587

Observation 456b0bf4-8adf-42a7-96c7-7bf621c54cb4 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.649621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.456418Z digest=sha256:b9cf84d1c67b8173cf81ca6a4261b3cd6a10bf463862e3e5ffad8d14b8824619

Observation cc7716c4-36df-4ba7-8744-678c674d068c · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.638953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.460375Z digest=sha256:4020cfcec0dbf84ae59f44607acfefb0a5e7d276408ad1c25ba12ab085ac1995

Observation 51cbf2af-6795-47c2-8ff7-bff2fe3dd7f4 · outbound

This paper cites EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.464061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.464061Z digest=sha256:4f5acd7053cd3d962f85e5bd144e071f4659a1f0db280ff2540ca20e99cfb6c8

Observation 4d4324f6-51f9-4e3d-bb53-04f54d51653d · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.628648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.467767Z digest=sha256:77c12796a830e885fd42c23d36dbeb0263973a994b9a2dee2461d97562814eaf

Observation 066c84d8-52e5-473b-b872-fc5135d82da6 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving OPT: Open Pre-trained Transformer Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.471664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.471664Z digest=sha256:b1a6ef3b10840bb90ccf432e062f01b8df05c468dc019363b33d25f1b28f74f2

Observation f4c68885-2945-4e56-a8d7-46c0b47c9293 · outbound

This paper cites an unresolved cited work.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:54.617624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.475118Z digest=sha256:4ebc22feb50027de9c0d9af3de0459c0feb0b50eb8a37f3549fc852c110d9ffe

Observation 35f7d7be-0f49-47e1-a9f9-5b7b2199c794 · outbound

This paper cites LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-training.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-training

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.479175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.479175Z digest=sha256:b9c3239522ffd4859d7e7f424dc0401ad3ad64862946459f3dbc41e93737c98b

Observation 5881aed7-fb8e-46fb-8fde-92a052c3b9f5 · outbound

This paper cites Pointer Sentinel Mixture Models.

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Pointer Sentinel Mixture Models

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:54.408403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:54.408403Z digest=sha256:7d5c3b80290754bfe506e2ca3b933213d75c236f9efec2ae7d431e24fb1dc2bf

Observation c673c7ad-711a-43da-a935-f6545e5b0727 · outbound

This paper cites In Proceedings of the 29th Symposium on Operating Systems Principles (SOSP ’23).

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving In Proceedings of the 29th Symposium on Operating Systems Principles (SOSP ’23)

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:54.811622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.381443Z digest=sha256:e8a5198a0bad051b05feec4e1553c2946dc7e847592283fe883fc7158c493e7a

Observation 3191b18a-ebe9-453f-b844-f961836bc223 · outbound

This paper cites In Proceedings of the 30th Annual Interna- tional Conference on Mobile Computing and Networking (MobiCom ’24).

D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving In Proceedings of the 30th Annual Interna- tional Conference on Mobile Computing and Networking (MobiCom ’24)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:54.793659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T12:32:54.388608Z digest=sha256:82d43c478ae423062582eb10730949c0497404b3470f0055175c91c75d235bdd

Pith citing papers

No inbound Pith citation observations are available.