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Paper Citation Record · LEDGER

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought

As of 14 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2607.20427.

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

pith.paper-citation-record.v1
2607.20427 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T14:39:36.352281Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

58 of 58 outbound references displayed

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External citation measurements

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Outbound references

Observation 6cea90d3-ef10-4393-aa61-5aafc00ac4d0 · outbound

This paper cites an unresolved cited work.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Unresolved cited work

Reference 1

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Observation ce926bfe-5bbc-4946-95ca-df5c17d63f7e · outbound

This paper cites Mixtral of Experts.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Mixtral of Experts

Reference 2

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source=arxiv_source observed=2026-08-02T14:39:30.338368Z digest=sha256:2e3498c2ce1c9634e8b450e184ec1922de26e11dcbbfe2f611c61df3dd2114c7

Observation f7a4cb5c-28df-4e5d-b73e-8ed4912e6295 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 3

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Observation 778c3321-2592-4b80-ab7d-238baf3cd3e3 · outbound

This paper cites Qwen3 Technical Report.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Qwen3 Technical Report

Reference 4

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source=arxiv_source observed=2026-08-02T14:39:30.584581Z digest=sha256:7234cdcb0e2750c70e6c236bb376b925f66ab0274324fa1ba9eb44995be48add

Observation 636420f9-8365-4c11-8549-3d0d7952d97c · outbound

This paper cites ArXiv , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought ArXiv , year=

Reference 5

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source=arxiv_source observed=2026-08-02T14:39:30.785682Z digest=sha256:189a32755b440b12b82a3b296ac9cacc5a613803d2e497fb74edea9b07d6d850

Observation e3a32df0-3246-4598-ab50-d3cdd31000b7 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 6

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Observation 40798c7b-bb3f-46c2-8587-b87bc6d2b770 · outbound

This paper cites Think before you speak: Training Language Models With Pause Tokens.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Think before you speak: Training Language Models With Pause Tokens

Reference 7

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source=arxiv_source observed=2026-08-02T14:39:31.073737Z digest=sha256:10c76099af17fa8b389c8aadc12b478979b740e1ca1e92963c3d4f20be1919db

Observation de414963-30fd-4442-a43e-5a16d83233d4 · outbound

This paper cites Chain-of-Thought Hub: A Continuous Effort to Measure Large Language Models' Reasoning Performance.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Chain-of-Thought Hub: A Continuous Effort to Measure Large Language Models' Reasoning Performance

Reference 8

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source=arxiv_source observed=2026-08-02T14:39:31.125273Z digest=sha256:c5623126aebb3ecfb19e2104dafc763902aaa2c21dc717b4f01e3c6ad0c6a1b9

Observation 7b37a23b-828f-4af3-b30c-e90e23918d1f · outbound

This paper cites an unresolved cited work.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Unresolved cited work

Reference 9

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source=arxiv_source observed=2026-08-02T14:39:31.197894Z digest=sha256:9b3844e6fb6db021fbb0583db5592df0766aa56b9f6b1281be087dbd6ab52a3f

Observation 9ce03337-44f0-4db2-b651-be37832ece09 · outbound

This paper cites Let's Verify Step by Step.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Let's Verify Step by Step

Reference 10

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source=arxiv_source observed=2026-08-02T14:39:31.258641Z digest=sha256:288f148265d20330a07e14ef9855c9fde63ec09a21d00ed44071173c777d216a

Observation 5592b275-554b-4069-83f8-b1b44f53531a · outbound

This paper cites Language Models (Mostly) Know What They Know.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Language Models (Mostly) Know What They Know

Reference 11

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source=arxiv_source observed=2026-08-02T14:39:31.314256Z digest=sha256:2e8ba4976d2b92492fe8b8eda5cbe07c90cd39e71ec775dec73e07334f33e62e

Observation 66ab93fb-2f44-4ee9-8a81-ba009bf7cd5e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Training Verifiers to Solve Math Word Problems

Reference 12

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source=arxiv_source observed=2026-08-02T14:39:31.388619Z digest=sha256:230656794fa86a3513bdcb11cc2fcd6fce5271951dcd23613f5fbe7ecb99db57

Observation c5e2b868-bdb4-4a07-ae9b-719dd2d67d37 · outbound

This paper cites Measuring Mathematical Problem Solving with the.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Measuring Mathematical Problem Solving with the

Reference 13

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source=arxiv_source observed=2026-08-02T14:39:31.451353Z digest=sha256:57291c794646792aa127fc3728bed112f25d0149cbd2f729d1a5d98a591a2f12

Observation b9d975e0-4b4b-4c8b-9775-4d8bd7e627a6 · outbound

This paper cites Proceedings of the Association for Computational Linguistics (ACL) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Proceedings of the Association for Computational Linguistics (ACL) , year =

Reference 14

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source=arxiv_source observed=2026-08-02T14:39:31.572398Z digest=sha256:7e6c1dd50c2787e95219909efa76e66c180f559ca22c4b2fdea96b43ceeae2f6

Observation 691453c4-e9a7-4b15-9cae-90747bb745c2 · outbound

This paper cites Neural Computation , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Neural Computation , volume =

Reference 15

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source=arxiv_source observed=2026-08-02T14:39:31.672962Z digest=sha256:eccc4d068949743662bccdc87399f859e830eb2681a65f6ba36c8a222c63ed6a

Observation 0e8a6c67-9dd9-4db0-a340-0cebe153d21f · outbound

This paper cites and Jacobs, Robert A.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought and Jacobs, Robert A

Reference 16

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Observation 901c9c32-ca6a-4b66-ae6c-323d441bd2f2 · outbound

This paper cites Designing Effective Sparse Expert Models , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Designing Effective Sparse Expert Models , year=

Reference 17

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Observation a3f78fea-5ce8-4f35-a311-5d5ecbd2ec6c · outbound

This paper cites Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP) , year =

Reference 18

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Observation b78dab0a-43b8-41f9-af50-9fb8a576fb32 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 19

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Observation 75addd48-b813-4e9f-991d-517cd94692b7 · outbound

This paper cites Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP) , year =

Reference 20

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source=arxiv_source observed=2026-08-02T14:39:32.073436Z digest=sha256:6c69689af0ca435b98c1433adcfe83eef833f69ea6f257ab9757c15d5c122430

Observation 2f955cf6-98ba-4e22-952b-07d8b9c077c2 · outbound

This paper cites Transformer Circuits Thread , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Transformer Circuits Thread , year =

Reference 21

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source=arxiv_source observed=2026-08-02T14:39:32.120523Z digest=sha256:0d601748fe971ca3e6ef8c26f31bb8a1266866c2b9c0c480fb7b88c72e4a2c0c

Observation 17ec7666-b314-4637-b654-9477ac07e993 · outbound

This paper cites International Conference on Machine Learning (ICML) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International Conference on Machine Learning (ICML) , year =

Reference 22

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Observation 46b4fcea-ca4f-46d4-8250-8b8beacc4d63 · outbound

This paper cites arXiv preprint arXiv:2503.22165 , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought arXiv preprint arXiv:2503.22165 , year =

Reference 23

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Observation 68693dec-7a85-4e0d-ab20-71b417964938 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems , volume =

Reference 24

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Observation 07a0c07b-4fd1-4643-b5fa-91efff9b9566 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems , volume =

Reference 25

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Observation c800e23c-26ec-43a9-879b-c59de2ccb8d7 · outbound

This paper cites Up or Down?.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Up or Down?

Reference 26

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source=arxiv_source observed=2026-08-02T14:39:32.492800Z digest=sha256:bd6635a39edbf5ca5f027f4a436e1bc1086b29d776e10df61a573d57605b7da9

Observation cb9ffd02-5064-401d-b911-2cf78a8109f1 · outbound

This paper cites an unresolved cited work.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Unresolved cited work

Reference 27

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Observation 697d765c-1dcf-4a68-b9e2-4946db930fa4 · outbound

This paper cites Automatica , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Automatica , volume =

Reference 28

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Observation f6074234-f765-4800-a87b-000cd86d0e76 · outbound

This paper cites International Conference on Learning Representations , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International Conference on Learning Representations , year =

Reference 29

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Observation 788a3b25-a7e8-4ffe-9574-ec2d3b903f27 · outbound

This paper cites 2006 , publisher =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought 2006 , publisher =

Reference 30

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Observation 1726809c-d790-4fd0-8282-ceed4e3e41ef · outbound

This paper cites Scaling Laws for Fine-Grained Mixture of Experts.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Scaling Laws for Fine-Grained Mixture of Experts

Reference 31

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Observation 6828c061-18f3-4c67-b7f1-6f2d98f2c91f · outbound

This paper cites Proceedings of the IRE , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Proceedings of the IRE , volume =

Reference 32

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Observation fae79b10-01b6-4597-8469-ea1c2800fa60 · outbound

This paper cites Bell System Technical Journal , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Bell System Technical Journal , volume =

Reference 33

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Observation 131503bc-a4e6-496d-905b-8b8e407f6c14 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International Conference on Learning Representations (ICLR) , year =

Reference 34

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Observation ec1115dc-d83f-4d61-816a-1346c2d403c8 · outbound

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Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought 2005 , publisher=

Reference 35

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Observation 79f5c23b-1805-4a63-950f-6039cf17fa15 · outbound

This paper cites IRE International Convention Record , pages=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought IRE International Convention Record , pages=

Reference 36

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Observation 4f7c85e3-2802-449f-86c7-50b1d36b4a7e · outbound

This paper cites Journal of Machine Learning Research , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Journal of Machine Learning Research , volume =

Reference 37

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source=arxiv_source observed=2026-08-02T14:39:33.624678Z digest=sha256:a708bb07e640aaa36cfe064ae6598cbcfb3650bcbad3dc2037537d07b89f5f6d

Observation dbcac626-8249-405a-8ab5-ab1d03342413 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 38

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no resolver link, observed 2026-08-02T14:39:33.717489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:33.717489Z digest=sha256:9b9e72987810ce2063a881551188c3601ba438e097d50175fe45ee25de434755

Observation 7320ef25-a54d-4287-928a-d222cd77737a · outbound

This paper cites International conference on machine learning , pages=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International conference on machine learning , pages=

Reference 39

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no resolver link, observed 2026-08-02T14:39:33.811679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:33.811679Z digest=sha256:0f8fbab8983390c003d7dc631824d3bb3445c9f83bb0e1cfb62cd77924fce7c7

Observation a28658af-7ee9-4719-8cc2-03f937c9ac8b · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems , volume =

Reference 40

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no resolver link, observed 2026-08-02T14:39:33.897291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:33.897291Z digest=sha256:b5b118598aafc92079e84a43107346267711e9d85a59219e446acfd6ca1b8035

Observation b5e4f2c3-dadb-4afd-abe6-62c238bbc100 · outbound

This paper cites 2015 ieee information theory workshop (itw) , pages=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought 2015 ieee information theory workshop (itw) , pages=

Reference 41

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no resolver link, observed 2026-08-02T14:39:33.974144Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:33.974144Z digest=sha256:e70a582ce5cdad58502a8f833c787d890047cc51f32553ee24df7678728acbb5

Observation 8a4450fc-90d8-43a4-b99e-b0e1301e967c · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International Conference on Learning Representations (ICLR) , year =

Reference 42

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no resolver link, observed 2026-08-02T14:39:34.070772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:34.070772Z digest=sha256:ee541ced22640bdb03a957857fffeddd467d6df086f33211eff38d3c46b90bb9

Observation 667790bf-5ab4-4209-aac3-45359aa1ad90 · outbound

This paper cites Findings of the Association for Computational Linguistics (ACL) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Findings of the Association for Computational Linguistics (ACL) , year =

Reference 43

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no resolver link, observed 2026-08-02T14:39:34.133967Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.133967Z digest=sha256:c82e5522634a28d086ce886026ded9b9cbeb49e88d70af0221a652382d2a5394

Observation 4132ed49-7ecd-4b32-9f2c-e52a6330cb75 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought International Conference on Learning Representations (ICLR) , year =

Reference 44

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no resolver link, observed 2026-08-02T14:39:34.320743Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.320743Z digest=sha256:aadc30c4845f5746007a8d30b93ea642f455bb23a470d0d3344fdc04b692d560

Observation 9a304f48-cabe-4838-962b-bce2b2ea3df6 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought The Twelfth International Conference on Learning Representations , year=

Reference 45

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no resolver link, observed 2026-08-02T14:39:34.493764Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.493764Z digest=sha256:010134d70eb3405223314b97fc6427de74bd6e3b07198ea308a0e51ed99a6599

Observation c573e54c-880a-4db4-9eae-810bb2f9a34b · outbound

This paper cites Adaptive Computation Time for Recurrent Neural Networks.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Adaptive Computation Time for Recurrent Neural Networks

Reference 46

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no resolver link, observed 2026-08-02T14:39:34.623246Z

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source=arxiv_source observed=2026-08-02T14:39:34.623246Z digest=sha256:68d4a4ebec5b3478b388586830ddbf4f5477babad73a098497ef593f29ddf9b4

Observation 2f746c79-6c27-4a26-b129-c94f93aa96f7 · outbound

This paper cites The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level

Reference 47

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unresolved
no resolver link, observed 2026-08-02T14:39:34.791784Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.791784Z digest=sha256:b599cdab408fd927b7df1f21865f53ab83e50904a6d4acc90a2abf5fd29746a2

Observation 97a11ce3-98fb-4b11-8df9-6199994f973c · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought The Thirteenth International Conference on Learning Representations , year =

Reference 48

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no resolver link, observed 2026-08-02T14:39:34.938651Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.938651Z digest=sha256:c11801a80f109e372811f3e1f8c41798d13269078640af76a7a712b47db66bcf

Observation d95aed94-22d8-4fe0-bf22-edaac1e45ff9 · outbound

This paper cites 2024 , url =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought 2024 , url =

Reference 49

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no resolver link, observed 2026-08-02T14:39:35.113704Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:35.113704Z digest=sha256:4b20f5f7f01540ff85d0dd880a90a5c340cb8cdc1f1122d6eec26cf1df111c75

Observation 86258cf6-acbf-4d69-9693-6d9740e72a98 · outbound

This paper cites 2024 , publisher =.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought 2024 , publisher =

Reference 50

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no resolver link, observed 2026-08-02T14:39:35.268967Z

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source=arxiv_source observed=2026-08-02T14:39:35.268967Z digest=sha256:f5e0eb72475e5220be72e58b01ddea4e12f2c9db1d37f1b5c48df636e1934dc0

Observation 5ed0ccf4-d945-41ca-96ec-6647bdf9b386 · outbound

This paper cites arXiv preprint arXiv:2602.09316 , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought arXiv preprint arXiv:2602.09316 , year=

Reference 51

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no resolver link, observed 2026-08-02T14:39:35.415544Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:35.415544Z digest=sha256:0c0944d702dd5550d9b656a5b080efe9c09935496e0e5f335b42e405c6a82a69

Observation 3838c6ad-b608-47f6-b579-511ff6bf0e05 · outbound

This paper cites Findings of the Association for Computational Linguistics: NAACL 2025 , pages=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Findings of the Association for Computational Linguistics: NAACL 2025 , pages=

Reference 52

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no resolver link, observed 2026-08-02T14:39:35.579863Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:35.579863Z digest=sha256:c7a5e1adbc13fea8803404ebd53838c57aa6686307bc34bfd3d3d6be87db20a3

Observation 89cf1069-6250-4668-bfe6-e2959bac9e62 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems , volume=

Reference 53

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no resolver link, observed 2026-08-02T14:39:35.721145Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:35.721145Z digest=sha256:8be04758db636ea4aebc3a57986c5f1c04c1012473d0bc8220902d8a23359e58

Observation 9aec66f7-0f71-4d6e-ae42-c705666c303c · outbound

This paper cites Unveiling Language Routing Isolation in Multilingual MoE Models for Interpretable Subnetwork Adaptation.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Unveiling Language Routing Isolation in Multilingual MoE Models for Interpretable Subnetwork Adaptation

Reference 54

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no resolver link, observed 2026-08-02T14:39:35.885678Z

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source=arxiv_source observed=2026-08-02T14:39:35.885678Z digest=sha256:60ed4585a21472506ae9367de50d1ceac9007d29411e831a306afb1ff160c523

Observation 2293043a-070e-48b3-9508-91d490504602 · outbound

This paper cites arXiv preprint arXiv:2601.14050 , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought arXiv preprint arXiv:2601.14050 , year=

Reference 55

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no resolver link, observed 2026-08-02T14:39:36.002851Z

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source=arxiv_source observed=2026-08-02T14:39:36.002851Z digest=sha256:7a75d28f8beed28960e823e4e3e1464250196641ec9f9f554d3c51a4ecc8c9e7

Observation 80e162ad-76b0-4ec1-90da-bca25658d4d9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Advances in Neural Information Processing Systems , volume=

Reference 56

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no resolver link, observed 2026-08-02T14:39:36.117382Z

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source=arxiv_source observed=2026-08-02T14:39:36.117382Z digest=sha256:e85de021da97c4e285bfa96cc90978ada1d3c12e0b897a34c8cbb5dae48db837

Observation 38fb9a12-de69-4e50-8ad7-e089f981cfce · outbound

This paper cites Journal of machine learning research , volume=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought Journal of machine learning research , volume=

Reference 57

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unresolved
no resolver link, observed 2026-08-02T14:39:36.203132Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:36.203132Z digest=sha256:2fd65b50ad219c7d130fcb9d8608d6ecb58d647b87a8d663ff1c11a15496d065

Observation 6264c47e-4a81-41aa-9cfa-bb5dac09981c · outbound

This paper cites arXiv preprint arXiv:2506.14038 , year=.

Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought arXiv preprint arXiv:2506.14038 , year=

Reference 58

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no resolver link, observed 2026-08-02T14:39:36.352281Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:39:36.352281Z digest=sha256:88c0ff6c0dbfcd9d2a91363894437b805e1ff7a37b59508fcebfda8d284801b7

Pith citing papers

No inbound Pith citation observations are available.