Paper Citation Record · LEDGER

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2506.13541.

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

pith.paper-citation-record.v1
2506.13541 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:05:31.666299Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy2
unresolved40
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 22f9d0dc-9499-4f3b-8efa-16a0c2e7b8e0 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.406361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 51a6473d-afb6-4da2-95c3-131801ff3b53 · outbound

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

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.400222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d91d82ac-7818-4992-b933-55c0dc9b1ffd · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.376983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cd7bd16f-5103-42fd-baaa-cab7941d09b6 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.362435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bdf77aca-09a1-4768-ae1e-daa1802263e9 · outbound

This paper cites PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.415718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf5a0001-ffb0-47ae-b213-1d79213cb1fe · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.347369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ed633b5-ec1c-47b7-ade8-48dd1705c6a1 · outbound

This paper cites NACL: A General and Effective KV Cache Eviction Framework for LLMs at Inference Time.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization NACL: A General and Effective KV Cache Eviction Framework for LLMs at Inference Time

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.425235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 150a552e-d1fc-4f64-8f2a-9c93ed0a6d1e · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Gonzalez, Ion Stoica, and Eric P

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.430123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c7a29f-049f-41be-9c3b-c110fb6e91fc · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.434417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44572637-25ee-487b-8b32-08989ed7efe2 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.444179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a73011eb-b8f9-4d94-960e-3ead869ca6ad · outbound

This paper cites DeepSeek-V3 Technical Report.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization DeepSeek-V3 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.448883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a6ac0df-9bd7-4d57-91dc-e205682368b8 · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.453688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf343f9-4542-421f-8e20-31ea1be5f8e5 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.303601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e4634f3f-0f32-482c-8cf6-63d5bdc4ec8e · outbound

This paper cites Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.462841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80d41f08-a09f-44f3-9db3-4918deb6341c · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Gemma 2: Improving Open Language Models at a Practical Size

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.467522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a90bd23-98e7-459b-b2ba-b7c48535462f · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.289155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fb3442b2-0481-4b03-9702-9f9087e05872 · outbound

This paper cites Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.486387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29b58917-0b34-4786-8ad4-431c417058ad · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.275015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cb408aae-dfcc-4d72-9729-0dd3e9cd5654 · outbound

This paper cites The MiniPile Challenge for Data-Efficient Language Models.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization The MiniPile Challenge for Data-Efficient Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.523559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed1e0af-bbe6-448d-9db7-f1c625cb4521 · outbound

This paper cites Distillm: Towards streamlined distillation for large language models.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Distillm: Towards streamlined distillation for large language models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:05:32.260395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b1400d55-4512-4349-8948-dd617294612b · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.245152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5db373b7-46cb-47fe-9d69-c23bf24a6fd4 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.576902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f690f2fb-ea4c-4de8-b653-1ad4155e817f · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.232098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9b61bbfa-df50-464b-ab05-28d1066cfc9c · outbound

This paper cites SnapKV: LLM Knows What You are Looking for Before Generation.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization SnapKV: LLM Knows What You are Looking for Before Generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.585947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19e813a4-378a-4ef0-94bb-27445b38d082 · outbound

This paper cites Pointer Sentinel Mixture Models.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Pointer Sentinel Mixture Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.590710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 106432a1-6e8b-4bd2-8e90-2b0c259e0941 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.218882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5a983f92-8482-43b8-9d27-e5521e52ff76 · outbound

This paper cites WinoGrande: An Adversarial Winograd Schema Challenge at Scale.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization WinoGrande: An Adversarial Winograd Schema Challenge at Scale

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.600148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee21b18-083a-4c74-bcec-e66d553ce57a · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.205147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7a8b00c8-e6bd-464e-a399-b954c2be086a · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.190914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f8ecf78-63bf-461e-bc25-34cbe1576fe4 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.174933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 949e80b9-08c3-4453-9b34-4767c0a0ad4b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization LLaMA: Open and Efficient Foundation Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.618326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f555ad7-3f81-4d55-8f49-659d81fb7a46 · outbound

This paper cites Attention Is All You Need.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Attention Is All You Need

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.622675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5a9f747-2389-4d26-a411-fdf8081ee5a0 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.160669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 31b1ff6b-7e2c-4959-a628-6cf75bc87fc2 · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.631560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d7fb50-b75e-4583-9a67-7d0e16bb91c5 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.145059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c34669e9-943d-4f16-a5f0-7a93d53c858b · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.129144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8c3e294d-b36e-4c4d-909c-064cf5a542f5 · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization TinyLlama: An Open-Source Small Language Model

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.645549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e5c5b25-3196-4588-8f27-ccc4be72a43d · outbound

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

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization OPT: Open Pre-trained Transformer Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.650412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f7870a-54f2-4b9c-a682-a0d3cdacb867 · outbound

This paper cites an unresolved cited work.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:05:32.113740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4e5f724b-9e46-495c-888a-7fda1017ab42 · outbound

This paper cites DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.660385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6f68839-ee51-4381-8175-0f8082aaccd6 · outbound

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

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Dai, Zhifeng Chen, Quoc V Le, and James Laudon

Reference 41

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T20:05:31.786451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e93e48a6-9435-4b56-ac0a-fed45b3c2f42 · outbound

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

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-15T20:05:31.439165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732a1a50-0158-4b83-ac0a-2a7b6ea6d7ce · outbound

This paper cites InThe 2023 Conference on Empirical Methods in Natural Language Processing.

Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization InThe 2023 Conference on Empirical Methods in Natural Language Processing

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:05:32.392001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.