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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 8 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 2026-08-08T06:32:00.761636+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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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=sha256:7f1b403716a05fc06ae7866d35457554223fda52e7917e345f72663b9a2dcc20

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:a9560ede2e6e489bb221c63d9d727d46fdd904cfa7dcccd9bc85221404af9c09

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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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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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=sha256:2ec4d4a00d1aa30ca1541462376ebd4c11745c996bbd2f1340d0ffb67a8043da

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:ca9ef015424855e7cf0f4e4b743046472d5027700358bfb1891556a3ca6ea774

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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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=sha256:11cc49cd871bc3418bcd9cf86eba70cdba13b0577d172f899e30ea6155b2a0b9

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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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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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=sha256:1ccd8e36ea012c46370f06d73a95af686c06b17a8a0b339ef2dc43d27b955e16

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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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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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:a64200a5def386ae506662323b29922a39d296bdbc85024bf919f5bb18d143df

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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source=arxiv_source observed=2026-08-02T14:39:32.804929Z digest=sha256:368b623a4a0e6d5e9a4db21c5fdf1465dda3f2e645a3e29113fb7be30b03c8de

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

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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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source=arxiv_source observed=2026-08-02T14:39:33.513346Z digest=sha256:cbae3fabbf369c82078104c3bec4ece48b81409021a57febaba4266ebe3b2b13

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=sha256:7b3e16bd50977f29673ff2d8201dde077d90e537dee6d2dbe03af1e635df7529

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

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source=arxiv_source observed=2026-08-02T14:39:33.717489Z digest=sha256:ab32922b6a61191c6221e1d342a95096ae10f8248ea018186b8ef8b3ad3f782b

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=sha256:6415475ef785be9ee615f7f93f805170fe1da0a98298d9d26cd0328179728555

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

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source=arxiv_source observed=2026-08-02T14:39:33.897291Z digest=sha256:85f47ce788a470fb90bbf1476ff21559cee4501c132a3042399891a6e12613fc

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:f3f09b3b2bd13810b0e14995293a4ee76be3c0838eb124f5cce482c496849a91

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

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source=arxiv_source observed=2026-08-02T14:39:34.070772Z digest=sha256:b7c804b1342594918c1da89c72863e4502e2a77b970abdac7a4325b5608271cc

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=sha256:8f432e8de2c5a101657d297b0db871c8839fc4e41f793184c2d937e56388348e

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=sha256:959050ff541ef2f7d8377deb225db43e1632e8f7ff347fde84e299a1e0a017f7

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:f3267767c56c9cd67f74b5a6b1472672b12e0975974837681c5d7249d102d037

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-02T14:39:34.623246Z digest=sha256:fc68deee43a04e78691368c0041f6910b7c804dd3438c55338b8141083f17c07

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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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=sha256:41bfcd74d9094d11f0018c6732cdd498d55da3108bba5e89225d066ac8248e63

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

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source=arxiv_source observed=2026-08-02T14:39:34.938651Z digest=sha256:ca2a264e7a981883dd9f58aafc328446a67ad4cbd3ffb571d71d115d5bf4a36a

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

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source=arxiv_source observed=2026-08-02T14:39:35.113704Z digest=sha256:9dfd8710c6cd119d49face7838d3d6b60bf5e6c0b3ee44acbda60eef31068155

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=sha256:0161a1d65f47cae59acde415da46c028eff7a10b6c1656764d43f3f78a706bb3

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=sha256:45dac33efa219a66dd3d7575f35899968548ca97398dc699f57a73c790866d35

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=sha256:982265d1907a1d97b0d69de58af5c5312f2cff9971880c19ec022cb50a3db1f2

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:c9e360122a5e1b9af71fae5d3463ab27db035dd66ea950d71cc13b0859a7b469

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=sha256:4cf8d7fbe998179f8eed9fbb1bab4c5f2d6075960677356f0640aba29e55c17c

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=sha256:9bcf187683375abd27676f08beff856ef83ed78403013145dfb8076ea3c1e70f

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:a9ede8cf4db67869c6f1f7504b7ac88ae5cfb529d797855a4bca444bf27354e3

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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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=sha256:971dbf24c5f0ce206201bc294341e3d6473d80ce865bad4c03445cd46445268f

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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source=arxiv_source observed=2026-08-02T14:39:36.352281Z digest=sha256:09ac5563db3909539508dbdfafe7c2aa461fb87442abb5bba9b455df142ff9b3

Pith citing papers

No inbound Pith citation observations are available.