Paper Citation Record · LEDGER

On the Role of Discrete Representation in Sparse Mixture of Experts

As of 14 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 1 inbound Pith citation observation for arXiv:2411.19402.

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

pith.paper-citation-record.v1
2411.19402 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:18:10.327777Z

measured 69 of 69 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:58:10.323354Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-09T06:55:43.518608Z

Reference resolution

68 of 68 outbound references displayed

verified exact1
verified fuzzy27
unresolved40
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0bf07535-c30f-41f3-a21a-47150f0dc76e · outbound

This paper cites Efficient large scale language modeling with mixtures of experts, 2022.

On the Role of Discrete Representation in Sparse Mixture of Experts Efficient large scale language modeling with mixtures of experts, 2022

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:11.192620Z

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Observation 448260a3-2bca-4e4b-972d-11dac7800331 · outbound

This paper cites Efficient intent detection with dual sentence encoders.

On the Role of Discrete Representation in Sparse Mixture of Experts Efficient intent detection with dual sentence encoders

Reference 2

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Observation efe22ff5-ec38-4543-8405-e4d982a53e82 · outbound

This paper cites One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling.

On the Role of Discrete Representation in Sparse Mixture of Experts One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling

Reference 3

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Observation e4bd61e2-5755-44d1-a716-128ad8d53330 · outbound

This paper cites Sparse moe as the new dropout: Scaling dense and self-slimmable transformers, 2023 a.

On the Role of Discrete Representation in Sparse Mixture of Experts Sparse moe as the new dropout: Scaling dense and self-slimmable transformers, 2023 a

Reference 4

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Observation 31b20158-c1fa-4194-9531-cfc4329e5640 · outbound

This paper cites Learned-Miller, and Chuang Gan.

On the Role of Discrete Representation in Sparse Mixture of Experts Learned-Miller, and Chuang Gan

Reference 5

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Observation a8834f9c-2ebe-42f8-b314-f5fdba61527a · outbound

This paper cites Towards understanding the mixture-of-experts layer in deep learning.

On the Role of Discrete Representation in Sparse Mixture of Experts Towards understanding the mixture-of-experts layer in deep learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:11.156932Z

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Observation be6692a3-7e03-4d89-8b86-d7be5f57cb4e · outbound

This paper cites On the representation collapse of sparse mixture of experts, 2022.

On the Role of Discrete Representation in Sparse Mixture of Experts On the representation collapse of sparse mixture of experts, 2022

Reference 7

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Observation ca46056a-07ae-4117-a0e1-003eb1c3b48a · outbound

This paper cites Generating Long Sequences with Sparse Transformers.

On the Role of Discrete Representation in Sparse Mixture of Experts Generating Long Sequences with Sparse Transformers

Reference 8

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Observation 047405cb-b2b2-4d26-ab72-d71e695edada · outbound

This paper cites An Analysis of Single Layer Networks in Unsupervised Feature Learning.

On the Role of Discrete Representation in Sparse Mixture of Experts An Analysis of Single Layer Networks in Unsupervised Feature Learning

Reference 9

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Observation cfbefab9-4bfd-44ca-9e8b-5f812de3f7f6 · outbound

This paper cites Stablemoe: Stable routing strategy for mixture of experts, 2022.

On the Role of Discrete Representation in Sparse Mixture of Experts Stablemoe: Stable routing strategy for mixture of experts, 2022

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:11.120337Z

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Observation d7871579-f38d-4941-a459-0347713b3117 · outbound

This paper cites Transformer- XL : Attentive language models beyond a fixed-length context.

On the Role of Discrete Representation in Sparse Mixture of Experts Transformer- XL : Attentive language models beyond a fixed-length context

Reference 11

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Observation 23484aa3-f490-4348-bf84-9f8b9cffae01 · outbound

This paper cites Le, and Ruslan Salakhutdinov.

On the Role of Discrete Representation in Sparse Mixture of Experts Le, and Ruslan Salakhutdinov

Reference 12

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Observation 9d4f648b-e15b-4c0a-9e28-5fc83d2ee87d · outbound

This paper cites Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context.

On the Role of Discrete Representation in Sparse Mixture of Experts Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Reference 13

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Observation c9b866cc-471a-4cb4-850c-a44f307ef531 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

On the Role of Discrete Representation in Sparse Mixture of Experts Imagenet: A large-scale hierarchical image database

Reference 14

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Observation cc5e2895-2106-438d-b0d2-bcb1d8742c3a · outbound

This paper cites On the benefits of learning to route in mixture-of-experts models.

On the Role of Discrete Representation in Sparse Mixture of Experts On the benefits of learning to route in mixture-of-experts models

Reference 15

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Observation 8bfd9705-42df-4788-a850-06db7bb18dbd · outbound

This paper cites Nguyen, Chenghao Liu, Savitha Ramasamy, Xiaoli Li, and Steven Hoi.

On the Role of Discrete Representation in Sparse Mixture of Experts Nguyen, Chenghao Liu, Savitha Ramasamy, Xiaoli Li, and Steven Hoi

Reference 16

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Observation da02baf3-ac57-4c92-b477-8c22984074e4 · outbound

This paper cites SimSMoE: Solving Representational Collapse via Similarity Measure.

On the Role of Discrete Representation in Sparse Mixture of Experts SimSMoE: Solving Representational Collapse via Similarity Measure

Reference 17

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Observation 37f36431-4f4b-4e02-8a7e-2f93276165ce · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

On the Role of Discrete Representation in Sparse Mixture of Experts An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 18

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Observation d6f09e1c-2485-4792-939e-54385718ad30 · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Unresolved cited work

Reference 19

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Observation 945f9b33-1e80-441a-8d28-ba7acc541a86 · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity, 2022.

On the Role of Discrete Representation in Sparse Mixture of Experts Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity, 2022

Reference 20

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Observation 023d236f-f51a-490f-bc76-648115a7e827 · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Transformer feed-forward layers are key-value memories

Reference 21

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Observation 49fb10d7-2997-454a-88fa-a598d0446a06 · outbound

This paper cites Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning.

On the Role of Discrete Representation in Sparse Mixture of Experts Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning

Reference 22

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Observation d88d08e6-84c4-4967-8c79-0e120c7ed9aa · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Unresolved cited work

Reference 23

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Observation fdc45329-9379-48f4-bb83-6367a7cea8a8 · outbound

This paper cites Deep Residual Learning for Image Recognition.

On the Role of Discrete Representation in Sparse Mixture of Experts Deep Residual Learning for Image Recognition

Reference 24

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This paper cites Learning discrete representations via information maximizing self-augmented training.

On the Role of Discrete Representation in Sparse Mixture of Experts Learning discrete representations via information maximizing self-augmented training

Reference 25

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Observation c7bd1712-662e-43c5-b804-0a9cd99c5d32 · outbound

This paper cites Tutel: Adaptive mixture-of-experts at scale, 2023.

On the Role of Discrete Representation in Sparse Mixture of Experts Tutel: Adaptive mixture-of-experts at scale, 2023

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:11.038650Z

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Observation b0201b7f-dffd-4359-a428-2b55d03dc4ec · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Jacobs, Michael I

Reference 28

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Observation f100a521-24e2-42fd-95d2-82c4db0773c9 · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Unresolved cited work

Reference 29

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Observation 37822b8d-d5da-4f8d-9a9c-efb1a1df114c · outbound

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On the Role of Discrete Representation in Sparse Mixture of Experts Hierarchical mixtures of experts and the

Reference 30

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Observation 1bd251da-0ec8-43ab-8059-2e7f7629647f · outbound

This paper cites Challenges and applications of large language models, 2023.

On the Role of Discrete Representation in Sparse Mixture of Experts Challenges and applications of large language models, 2023

Reference 31

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On the Role of Discrete Representation in Sparse Mixture of Experts Kingma and Jimmy Ba

Reference 32

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On the Role of Discrete Representation in Sparse Mixture of Experts Auto-Encoding Variational Bayes

Reference 33

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On the Role of Discrete Representation in Sparse Mixture of Experts Scaling laws for fine-grained mixture of experts, 2024

Reference 34

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This paper cites Learning multiple layers of features from tiny images.

On the Role of Discrete Representation in Sparse Mixture of Experts Learning multiple layers of features from tiny images

Reference 35

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Observation f3bb6d20-a858-4247-ad9c-19fdb12564bc · outbound

This paper cites Mole : Mixture of language experts for multi-lingual automatic speech recognition.

On the Role of Discrete Representation in Sparse Mixture of Experts Mole : Mixture of language experts for multi-lingual automatic speech recognition

Reference 36

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On the Role of Discrete Representation in Sparse Mixture of Experts Smith, and Luke Zettlemoyer

Reference 37

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On the Role of Discrete Representation in Sparse Mixture of Experts Moe-llava: Mixture of experts for large vision-language models, 2024

Reference 38

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On the Role of Discrete Representation in Sparse Mixture of Experts SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 39

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On the Role of Discrete Representation in Sparse Mixture of Experts Maas, Raymond E

Reference 40

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On the Role of Discrete Representation in Sparse Mixture of Experts Large text compression benchmark, 2011

Reference 41

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This paper cites Discrete Representations Strengthen Vision Transformer Robustness.

On the Role of Discrete Representation in Sparse Mixture of Experts Discrete Representations Strengthen Vision Transformer Robustness

Reference 42

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On the Role of Discrete Representation in Sparse Mixture of Experts Finite Scalar Quantization: VQ-VAE Made Simple

Reference 43

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On the Role of Discrete Representation in Sparse Mixture of Experts Pointer Sentinel Mixture Models

Reference 44

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On the Role of Discrete Representation in Sparse Mixture of Experts MTEB: Massive Text Embedding Benchmark

Reference 45

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On the Role of Discrete Representation in Sparse Mixture of Experts OLMoE: Open Mixture-of-Experts Language Models

Reference 46

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On the Role of Discrete Representation in Sparse Mixture of Experts Reading digits in natural images with unsupervised feature learning

Reference 47

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This paper cites Nguyen, Savitha Ramasamy, Xiaoli Li, Steven Hoi, and Nhat Ho.

On the Role of Discrete Representation in Sparse Mixture of Experts Nguyen, Savitha Ramasamy, Xiaoli Li, Steven Hoi, and Nhat Ho

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.916516Z

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On the Role of Discrete Representation in Sparse Mixture of Experts From Sparse to Soft Mixtures of Experts

Reference 49

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This paper cites Scaling Vision with Sparse Mixture of Experts.

On the Role of Discrete Representation in Sparse Mixture of Experts Scaling Vision with Sparse Mixture of Experts

Reference 50

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On the Role of Discrete Representation in Sparse Mixture of Experts Scaling vision with sparse mixture of experts

Reference 51

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Observation cbc8769f-b053-4e9d-bcaf-adafee7f60b9 · outbound

This paper cites Outrageously large neural networks: The sparsely-gated mixture-of-experts layer, 2017.

On the Role of Discrete Representation in Sparse Mixture of Experts Outrageously large neural networks: The sparsely-gated mixture-of-experts layer, 2017

Reference 52

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This paper cites Mixture-of-experts meets instruction tuning:a winning combination for large language models, 2023 a.

On the Role of Discrete Representation in Sparse Mixture of Experts Mixture-of-experts meets instruction tuning:a winning combination for large language models, 2023 a

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.880177Z

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Observation a251bae3-10b1-43fa-91f0-0e4bb8c5f09a · outbound

This paper cites Scaling vision-language models with sparse mixture of experts.

On the Role of Discrete Representation in Sparse Mixture of Experts Scaling vision-language models with sparse mixture of experts

Reference 54

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Observation 0c5d9585-55bb-4a67-ad8e-539a22308bd6 · outbound

This paper cites Manning, Andrew Ng, and Christopher Potts.

On the Role of Discrete Representation in Sparse Mixture of Experts Manning, Andrew Ng, and Christopher Potts

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.868821Z

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Observation 4a135cc4-27ef-413c-9f17-64d6488407a2 · outbound

This paper cites Segmenter: Transformer for Semantic Segmentation.

On the Role of Discrete Representation in Sparse Mixture of Experts Segmenter: Transformer for Semantic Segmentation

Reference 56

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Observation 11b928b7-d279-47e4-afce-64fc990168b2 · outbound

This paper cites Neural discrete representation learning.

On the Role of Discrete Representation in Sparse Mixture of Experts Neural discrete representation learning

Reference 57

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Observation 03f10f1a-2853-4402-9d65-7bc7acf9453c · outbound

This paper cites Attention is all you need.

On the Role of Discrete Representation in Sparse Mixture of Experts Attention is all you need

Reference 58

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Observation fbd96d97-05ed-41fe-b9cc-d05a1f42464e · outbound

This paper cites Language-routing mixture of experts for multilingual and code-switching speech recognition, 2023.

On the Role of Discrete Representation in Sparse Mixture of Experts Language-routing mixture of experts for multilingual and code-switching speech recognition, 2023

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.833868Z

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Observation 5abe574b-03a3-4c7d-a5d1-c2b3acc20da5 · outbound

This paper cites Openmoe: An early effort on open mixture-of-experts language models, 2024.

On the Role of Discrete Representation in Sparse Mixture of Experts Openmoe: An early effort on open mixture-of-experts language models, 2024

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.820464Z

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Observation 9d89c4be-0e7a-49e0-90fc-f3820e4e4d24 · outbound

This paper cites HiFi-Codec: Group-residual Vector quantization for High Fidelity Audio Codec.

On the Role of Discrete Representation in Sparse Mixture of Experts HiFi-Codec: Group-residual Vector quantization for High Fidelity Audio Codec

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.296519Z

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Observation 50dcf086-aa74-4273-bc64-a4f28b230aaa · outbound

This paper cites Taskexpert: Dynamically assembling multi-task representations with memorial mixture-of-experts.

On the Role of Discrete Representation in Sparse Mixture of Experts Taskexpert: Dynamically assembling multi-task representations with memorial mixture-of-experts

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.806456Z

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Observation 60d57dcd-19df-4da4-823b-0686565d5ce5 · outbound

This paper cites Vector-quantized Image Modeling with Improved VQGAN.

On the Role of Discrete Representation in Sparse Mixture of Experts Vector-quantized Image Modeling with Improved VQGAN

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.303985Z

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Observation 87df392a-8895-4ec2-ae96-94b9d71f028e · outbound

This paper cites MAGVIT: Masked Generative Video Transformer.

On the Role of Discrete Representation in Sparse Mixture of Experts MAGVIT: Masked Generative Video Transformer

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.308188Z

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Observation ef683283-733d-4650-bb9c-3ffc7da2b9cc · outbound

This paper cites Semantic Understanding of Scenes through the ADE20K Dataset.

On the Role of Discrete Representation in Sparse Mixture of Experts Semantic Understanding of Scenes through the ADE20K Dataset

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.312265Z

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Observation 7cedfa38-407b-4220-8442-d018a9b2b0d0 · outbound

This paper cites Mixture-of-experts with expert choice routing.

On the Role of Discrete Representation in Sparse Mixture of Experts Mixture-of-experts with expert choice routing

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.793814Z

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Observation 51c2e18c-c547-4ef7-9bd1-92314ecef5b5 · outbound

This paper cites Brainformers: Trading simplicity for efficiency, 2024.

On the Role of Discrete Representation in Sparse Mixture of Experts Brainformers: Trading simplicity for efficiency, 2024

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:18:10.781122Z

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Observation e44dc1b5-f3c2-4d4c-b4cc-4d83966649e9 · outbound

This paper cites St-moe: Designing stable and transferable sparse expert models, 2022.

On the Role of Discrete Representation in Sparse Mixture of Experts St-moe: Designing stable and transferable sparse expert models, 2022

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.324045Z

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Observation dd2b65f8-2031-4439-923c-07d7b9613587 · outbound

This paper cites write newline.

On the Role of Discrete Representation in Sparse Mixture of Experts write newline

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:10.327777Z

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Pith citing papers

Observation 2b288f98-93b1-4f67-b6c0-e60f2a090441 · inbound

Adaptive Inverted-Index Routing for Granular Mixtures-of-Experts cites this paper.

Adaptive Inverted-Index Routing for Granular Mixtures-of-Experts On the Role of Discrete Representation in Sparse Mixture of Experts

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:55:43.520404Z

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