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Paper Citation Record · LEDGER

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference

As of 22 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2605.18856.

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

pith.paper-citation-record.v1
2605.18856 v3

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:27:19.945653Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

70 of 70 outbound references displayed

  • verified exact1
  • verified fuzzy34
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2a04797a-b0e8-4365-b0dc-8c53e5360920 · outbound

This paper cites GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:35:04.844560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0174679923d11ecfdb78f366980aa5bdff5fe35ee76c34c3005a3cf4eb49a509

Observation e07d438a-8ba3-46cc-a979-546667ebdf56 · outbound

This paper cites decompress then dot-product.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference decompress then dot-product

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.556741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a1e0e5c31725a1d1964195ac5467ef94322c287932666781315bb9a817c8b414

Observation 63b2b976-5039-415a-b0ea-ee152ad6842c · outbound

This paper cites decompress- then-dot-product.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference decompress- then-dot-product

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.563742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a024c7d9dba86c8ab0f6a9f363fe2dee8ae48059f8a9239f546cf5bba5d1b724

Observation 1b13066d-57ea-45d0-a848-29c1cc541879 · outbound

This paper cites KV quantization as usual.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference KV quantization as usual

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.576541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9cc394fa76add0aa3a40bdf41255b6a210d6d868c7d03cfd5b19f780da5ee355

Observation d04f0d77-9c96-49d3-b0a0-e838822cdf1b · outbound

This paper cites Compute ∆i(b) (or a proxy) for each state and tier, along with cost(b).

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Compute ∆i(b) (or a proxy) for each state and tier, along with cost(b)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:03:58.509955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:abc687bf3a652600afdb1aa2feba23e8dc0734a7ed439a80f8125ead5ee5f207

Observation b6d92792-b667-4151-a79d-19b6ebbc33ca · outbound

This paper cites Start from a safe tier for all kept states; then down-tier states with lowest vpB until the budget is met; only then drop the least valuable states.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Start from a safe tier for all kept states; then down-tier states with lowest vpB until the budget is met; only then drop the least valuable states

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:03:58.500680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:f3bd1c4a3042c9039500dd5552ef3e978eb0dbac4e1fb9ba460a63ec071d836e

Observation f2c38c62-2666-4067-91da-c023ffd415bb · outbound

This paper cites down-tier then drop.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference down-tier then drop

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.358001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:ce526ae253548cb46ce3e5fec8ff693f3519a2a5f7cd59789874fc86196fd454

Observation 5974fdf2-5735-4782-acb7-4ef6ac237571 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.352067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:74d8e64cb6d2279f9bf7276b263e39376acaaa637c439f804f73baed69e4f5b4

Observation f591d9cf-69a0-4fbe-a40e-58487d7997f1 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.353546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:7d42179aabe82a326ba758cebadd105b42e22c45a20181d05f86ff19c4ce3676

Observation 75b92c4d-9aa6-42c6-8840-3eab6c25ab2d · outbound

This paper cites This is why the frontier points are not merely visualization artifacts; they are the actual feasible operating states of the deployment system under an explicit fairness contract.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference This is why the frontier points are not merely visualization artifacts; they are the actual feasible operating states of the deployment system under an explicit fairness contract

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.355284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 97b70980-0088-46f5-994b-6872beedc07e · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 11

Resolution
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raw_fallback, observed 2026-07-07T17:03:58.492156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:2d5cbdb957d85c63df6a81485dbdacf48310faf306bf5220bfe1bd49cd27aad7

Observation cd118feb-90fd-44e3-9a43-321be082ac40 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.346739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:287f70cd2c88061ba30e03bbf3b0c2fb87994ee687f6e6a64a42e4f1cdbb2bf0

Observation 8479a958-9c2e-4092-b59f-7012e3b08a33 · outbound

This paper cites This is why Fig.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference This is why Fig

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.348363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:4bd0ec78ca1785e0e0ea4623b69710470793e555ef5dcaca93c87a408d0eac4c

Observation 15e82bdd-1704-44d8-85be-a89eaa69c6b0 · outbound

This paper cites Γs is computed only overP ∆ m , so it does not reward hidden quality degrada- tion.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Γs is computed only overP ∆ m , so it does not reward hidden quality degrada- tion

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.339986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:f7520fe52d7b9d689a8fa1884094251b09a159d5d76303642329cb0a919d33ee

Observation 59fc3401-d055-4f17-b401-52d7913e4c61 · outbound

This paper cites Γm is computed only over points that meet or exceed dense throughput, so it does not reward trivially slow but memory-thrifty settings.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Γm is computed only over points that meet or exceed dense throughput, so it does not reward trivially slow but memory-thrifty settings

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.343498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:926fed4280d99f0ba73a96cc99ea4bcea9eaa552434f4ba09a8d56c428351259

Observation 6f55269a-4dff-45f6-bfbb-c4fda2ff6923 · outbound

This paper cites Both quantities use the same deployment-true definition of bKV, including paging and metadata overhead.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Both quantities use the same deployment-true definition of bKV, including paging and metadata overhead

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.350135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:6d5060e189926e77a4c78ec00434efb3333390249303b794ac00b91959a4e130

Observation 8948b1a6-e8a9-4c35-ba1e-230347edc21e · outbound

This paper cites the stored rep- resentation is smaller.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference the stored rep- resentation is smaller

Reference 17

Resolution
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raw_fallback, observed 2026-07-07T17:04:00.338254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:fe642a317a0b914a2b2047ac407a1729dd8e3aefe437324e4c98bde2f2a2194f

Observation 391f5085-94e3-44ef-912f-d88e998ede43 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.331728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 1bd4fc3a-6d8d-4e28-b321-69d3d92a0b05 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 19

Resolution
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raw_fallback, observed 2026-07-07T17:04:00.341453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9ce36cf23b01aa4954719480eb92efbf928bdd0a04fdb4edf2cde0aca3cc5cca

Observation f7e7f3af-bd6e-4b26-9447-aa7a648d43da · outbound

This paper cites streaming + fused.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference streaming + fused

Reference 20

Resolution
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raw_fallback, observed 2026-07-07T17:04:00.364212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9e49d8ccb85196136b6dc4f16438ee6fa8c7c11d98aa47c73e049c4d3ee14ff6

Observation bb3c1983-29a0-44b4-895f-39dbabf1cbdb · outbound

This paper cites KV blocks are read once from HBM in a page-local pattern, with pointer-table resolution but without repeated revisits to the same block for staging or reconstruc- tion.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference KV blocks are read once from HBM in a page-local pattern, with pointer-table resolution but without repeated revisits to the same block for staging or reconstruc- tion

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.553324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a08ac6ff4619179ac262baff35496dc808df66893aadf2c31838ca7d52164f4c

Observation ab4fb168-896d-443c-99bb-3f359eddf6e8 · outbound

This paper cites The decode path does not write intermediate dense keys or auxiliary reconstructed representations to HBM.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference The decode path does not write intermediate dense keys or auxiliary reconstructed representations to HBM

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.562131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:72f5b8275005b3a73aef01cd91d195ea7dc771523ec1705a352a50607bea1506

Observation 04914c48-0aa9-457a-ae14-e34854280ac4 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.533826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0083d169fd69999f50611f4f1c7ae9543e35c372d1a514d7860eec04ab082858

Observation 0b56e774-0791-41af-bf87-ccbf0745ca0a · outbound

This paper cites streaming + fused.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference streaming + fused

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.574808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:d270f7ab8ec929accb9435a41107a3e45c190deec7eedb2b2893b465244177b9

Observation 753e267b-726c-4bff-ae86-0120f3bf3502 · outbound

This paper cites Similarity is computed directly from stored radial/angular codes rather than from reconstructed dense keys.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Similarity is computed directly from stored radial/angular codes rather than from reconstructed dense keys

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.546154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:c73e6c8d8bae66ad0c370536e83bff84efe63d172a1cc0e8721bce41881fcfa9

Observation 62ec912c-e1da-43a5-b0b5-5c9a6d79e22d · outbound

This paper cites The controller jointly chooses retention and precision under a hard resident-memory budget.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference The controller jointly chooses retention and precision under a hard resident-memory budget

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.585171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:6b2612ce30b9588925e9760d66560511f4969681dc7f32d6e69a0f6a68e80062

Observation 056c29a7-e5fd-4483-96f6-7744951f6bdd · outbound

This paper cites The emitted cache layout respects tier-homogeneous pages and block- local decode consumption.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference The emitted cache layout respects tier-homogeneous pages and block- local decode consumption

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.549467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:87dc42a0baf8368295f099ed0e65f2f074c37d7373eceb148250068bf024b5fe

Observation 01f88dec-bc96-4ae0-a91f-2177bb3fa583 · outbound

This paper cites extra overhead.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference extra overhead

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.539517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0b0f7167082eed9941e63555e0aea16bfa92955eb96a69f164727160f2f55612

Observation b89521e4-7e6f-4f8c-b046-4dcca28ac7c8 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.583558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:57ab901c9125814d0e0beb090b13b63464befcddb700a0c14bc0ab9c33a26f86

Observation 8342ab49-8d48-449b-b7ec-d90511f8c4e6 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.568465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:76d2f36bdbdf9b814aeeb21dd996f9d76b235bb1b47d2d36f74061d4cbc9ae5b

Observation 01f0d34a-0d04-489f-994a-073d15d0bcba · outbound

This paper cites What non-additivity means here.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference What non-additivity means here

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.558404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:4b4aa16c19f70cf11e579155b1c820c4a773980569609580a1e0b139fcb80ffd

Observation d656d0dc-0d32-425f-b146-7a35795a7878 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.571650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:1440033865a42a50955837fd51cfd7a587126a03dfc9c2900c11633f754fb3a4

Observation e2a0fd68-d9d8-4c6b-ae78-aa4e93c9edec · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.578289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a1623ad4af25cebf87a816c348abeff5838f649e5714cebc2c6094d8120db753

Observation 2b5f261f-1584-419c-a4ef-b63d0b6554f2 · outbound

This paper cites lost in the middle.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference lost in the middle

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.551432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:498c516c798a5e24299c5f6b5cb77ca562a19a255b0cfd4e63e4ec2be412de0a

Observation 838588fd-0e8a-46cb-bd2f-b0b5d8eee7ed · outbound

This paper cites Increase ti so that the state is represented with more bits / less angular or radial distortion.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Increase ti so that the state is represented with more bits / less angular or radial distortion

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.581652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:2ddf4ee52773d842e0cc3335c5e20ddadf1871a0aa4a5c5e2b511e86f6663e68

Observation e902fed6-11f7-4d10-ac11-50962daeacce · outbound

This paper cites Override a drop decision zi = 0 and pin the state in cache when its local risk is too high.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Override a drop decision zi = 0 and pin the state in cache when its local risk is too high

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.560376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:ba5dae86659f560928f041ef5f46d609c16d808217b5f4cc38914f81f049e257

Observation 182a646c-fe7e-4969-8c25-c54837212433 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.537638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:b97f6adb0e5d7a2400a6c79f369137fc761b1503dabdc2ae644506f9a2199f21

Observation b281c9ff-fc86-45ee-ab2d-84d39b06095a · outbound

This paper cites Thus the gate is not merely a safety heuristic.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Thus the gate is not merely a safety heuristic

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.565390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a31285e445499a19daf90fd60233329de2e95a6d3bd2d2023aef149ae90dcb23

Observation 1b7803ef-88ad-442b-98b2-6a2a43dce01a · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.535858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:1bcc110c60da38c6ed3ec8b9ed38a43d0c29283013833f5167b5555d84ecac53

Observation e892ea88-6381-4883-a8a6-cd695eedc350 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.573183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:ddb3f0a5fb3943e565cb47914db8861bbb07f5c5f12dc3f3e0bce9798ab283a0

Observation 51b8e8ce-05da-4de7-89e7-0874109df91d · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.554939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9c959573e07946fe7a4fd9d2b31de29ea6c265e43962e267d165cd48e98c51fb

Observation 7c3da3b7-1d32-43b6-a247-c8a40b450426 · outbound

This paper cites This rule ensures that every panel yields exactly one representative point and that the same point will be recovered whenever the sweep is rerun under the same protocol.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference This rule ensures that every panel yields exactly one representative point and that the same point will be recovered whenever the sweep is rerun under the same protocol

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.367515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:64890edaa26e3f449b151dada920557d552e98cdbc1cf8b496c86508ebf4b0cb

Observation cdb43f91-8205-4c41-a0cb-57e5096a7db0 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.359890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:6022eda69323646482d6ada9e40303b7b33715250dbe8b940f62d988b844d77f

Observation 0216c620-8f91-4dd5-afac-2e41024587e0 · outbound

This paper cites The table therefore provides a panel-by-panel numerical rendering of the frontier claim.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference The table therefore provides a panel-by-panel numerical rendering of the frontier claim

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.369403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:499bcb451c28aa6bec8930a2ff19751a17c62383c25872a79b22de7855405764

Observation bb316a54-2067-4db2-826f-fa8e1755c8a1 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.362551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:2feb618937cb83c734f0f299ea0db73a9dca10c588bc744361c680bb103bb913

Observation abbe0c44-1a0d-4cef-9475-e15924ecfd36 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.376883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:14f1af9b828483e87e6c053496d7259966f46f1744afe080c02164a0e3b8cf03

Observation 68d86f0c-ffbc-44d4-8f94-bac384a725fc · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.371242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:37d8b395328f227e40c64974d85f9ea6e8044c104a45a32a45a8802b15b12b3b

Observation 30f8552d-fe75-468b-a588-bfb37e684507 · outbound

This paper cites Thus, Table 7 is not a replacement for the frontier; it is the reproducible numerical anchor derived from it.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Thus, Table 7 is not a replacement for the frontier; it is the reproducible numerical anchor derived from it

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.373066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:b8c7744471eeb6decb32fb3c2bec1df8d64127c909d183bc2a4b2d7769f96a70

Observation 256f9087-fd01-4884-a964-dc14f4899367 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.365722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:4a53fc75100961e8938add883e47e85b210cd12e1ee65221633e5be7c7397345

Observation 00b958b8-0551-4d07-94e8-aed230da245a · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.328377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:ee1050544e65866734c32e788d8182661a89a85b0c6e97fab16e45d44d972c26

Observation c0923a5b-f08d-47c7-8f14-00ad0f43ee75 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.330169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9804bcf6c818cb2007392bb35c9db0359ed9a8860ac723ed91ded6aab76f4464

Observation 4fe17621-0eae-473b-b1ec-f3f965850f07 · outbound

This paper cites The purpose of this section is therefore diagnostic and causal.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference The purpose of this section is therefore diagnostic and causal

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.333432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:b4ac5a2f307d9603f0d8eebce22497efbb599c8d5eb76ee218d1b1706e466696

Observation c48417c1-0995-4ab9-bd2c-3ccb9a2f35e6 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.336606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:1a9c144eda583fe603504194bc373d47431881fbe4d8c92c69c9ed8d33ba6f94

Observation f5814d55-4c25-46b0-8b6b-9e5fa5833c75 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.322117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:8df5f75653b4c5be609a8c5abc987add044871bfd6bffcb4440c2943ebbea221

Observation adbdf90e-93f0-4eaf-9a30-decd87031acc · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.323670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0e11fd16d16c07e5288a854f2800211d009814839235722b47cdbe583fbe3bc5

Observation 6a60ff53-9bf8-4be3-8957-3f9c5070a065 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.326745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:81fa48705dcf54cc50a13eb76371f40309823a82d2ebca78d27a94ca30a0cfdc

Observation b3a1bfb8-2611-465b-b714-24c4d2e99d8e · outbound

This paper cites just KV compression.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference just KV compression

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:04:00.325177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:bce80e7ac43aa61af2365c2567bad1aab2012c4bff6d3e7cccca8411a37ec619

Observation 6dd7b8b9-f6e6-49e0-bcb4-994ee47d3cc2 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.335014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:adadc6af56e90e0dd404ceab4abe26021199220c5b71480c2727716ab0dafee0

Observation 94f9e400-32fc-426f-ae9c-c871beb662dd · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.345140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:457d25b1b29b662f0c37578fb7a6dc05e168cf688e1e0ed2f35f5c4d47ae6667

Observation 4e71fa4d-b549-4c0d-b626-685e542492f7 · outbound

This paper cites fast enough and accurate enough on average.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference fast enough and accurate enough on average

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:03:58.487359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:2a7897ed900e6fa919bd710b92d6889b3abe6935e31b4555d18fc9e9ebffb7c9

Observation 45d98c3b-cdfe-488d-89e7-a3da69594ef1 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.531351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:3fa38914abc2d0ce32d1c950334bceb1991803be0ba0477d3efca17843453731

Observation 64716929-fad7-4392-996d-d865d9c1d58a · outbound

This paper cites A method that is fast but not stable is not usable; a method that is stable but not kernel-realized is not an actual serving win.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference A method that is fast but not stable is not usable; a method that is stable but not kernel-realized is not an actual serving win

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.570167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:a57b3e19e3595c50e2d99212041a22384f4a98744cd8bfcbfb87bae29ce09b62

Observation 4bb07520-c4f2-4f23-8e89-32c5ce30b211 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.529408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:2f215e7b6fceab9d96912c72a5d4cfc7e5059aef97d0ba8fbc324ef01bc28b3f

Observation 45b5b752-2757-4f76-968a-404ea02c9ba4 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.527480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:c7e2c2334c38c6f47716201c882ae4294ee6caab00e3c24ed893c22729be3956

Observation 941c49e7-afbb-493e-8894-d7f3a0fe09ab · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:04:00.375033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0464503e24b57c02ac1fce1800af8ab45ad1e38bd785f8ee9e36f36ff7b060ec

Observation d7dc4317-0220-493b-a79e-714c07997435 · outbound

This paper cites In these settings, the method is not merely plausible but particularly well-matched to the deploy- ment bottleneck the paper targets.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference In these settings, the method is not merely plausible but particularly well-matched to the deploy- ment bottleneck the paper targets

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.580011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:9b51101ddc7989cf1d36c3788a51dbf91e8f0b9ba2b1c42738a6989b0aa610cb

Observation 01a988b9-2001-4d73-8d73-f0e322d3b090 · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.543373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:0faa5722095f39caa4795705b4e0b9af455af9373279a49d37240877024c411e

Observation bbfc0188-c7f4-4d8c-a722-8c169ee8778a · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.547764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:c0785a47515f4ef5ae9c79df002de245cfeeff40fcfd94b907f9f073d3adb3a3

Observation ec1b95a2-4288-4d0b-82a4-4fcdbb7768fc · outbound

This paper cites an unresolved cited work.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-07-07T17:14:00.566986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:6e325cec6882a9387c2040d021e5d50e65229f30c545828d4c0a4427025dbd5a

Observation 70b9c2d5-9d9d-4d65-a078-787c3a0ba2af · outbound

This paper cites always use Spherical KV.

SPHERICAL KV: Angle-Domain Attention and Rate-Distortion Retention for Efficient Long-Context Inference always use Spherical KV

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T17:14:00.541664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:27:19.945653Z digest=sha256:822cd3520cf9bef8626c93a4837ec4dcd1924217d7ae69bd710c31c1beacd7c6

Pith citing papers

No inbound Pith citation observations are available.