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Paper Citation Record · LEDGER

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving

As of 14 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2608.08910.

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

pith.paper-citation-record.v1
2608.08910 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:25:49.053461Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

  • verified exact7
  • verified fuzzy8
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba1e43ad-105d-4d83-9f78-44783a43613b · outbound

This paper cites an unresolved cited work.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unresolved cited work

Reference 1

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unresolved
no resolver link, observed 2026-08-14T04:25:48.943841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.943841Z digest=sha256:b60b6ea673eed7330effc8ebec8fa22af5fed261b1efe5c0b30aa840ae6a8398

Observation e23bd0e3-eba5-4abb-9225-bdaf50f2fc54 · outbound

This paper cites an unresolved cited work.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unresolved cited work

Reference 2

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unresolved
raw_fallback, observed 2026-08-14T04:25:49.558882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.947935Z digest=sha256:8c815823055494d6c6d9dfe02cd1b953bf92f5996841cef24b89d6c2421f081b

Observation f453ecdf-41a9-4e67-af1a-e93a35a0ab9a · outbound

This paper cites DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks

Reference 3

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verified exact
local_arxiv, observed 2026-08-14T04:25:49.363122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.951215Z digest=sha256:a56b7821b37f50ad3e8453233acb21d56b3a3fccee70556ca2727ab1a234a6a4

Observation d8421cb7-b073-4ca3-863a-2b709357d963 · outbound

This paper cites tritllm: balanced-ternary quantization for LLMs — paper (rev.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving tritllm: balanced-ternary quantization for LLMs — paper (rev

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.547424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.954850Z digest=sha256:c92543679eb6a325f32bcfa86fd2ab2dfa0283ef1acb04956fc4eeb1d51fabc4

Observation 290bf4d1-c3bf-45ab-9d28-27f9771a0ba5 · outbound

This paper cites LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models

Reference 5

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no resolver link, observed 2026-08-14T04:25:48.959005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.959005Z digest=sha256:26d981a17a4c5b4e1d7cef237e3801e935793fbbaeb7136b74f53d8ef211a936

Observation 76b5f983-12d9-4650-ad68-66c32122b876 · outbound

This paper cites Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models

Reference 6

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no resolver link, observed 2026-08-14T04:25:48.962805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.962805Z digest=sha256:78ce38ae67c7cc01dc5fd2bd34a9f0d22a11d0908c039439dfa852fb0f512fb4

Observation 370847ab-5ab9-4b62-b34b-6e54422ab121 · outbound

This paper cites BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-14T04:25:49.333783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.966557Z digest=sha256:72e1cf3dd1d34de0f4b85ca6ff13e0aeb9134e6a3f123fac3a629d7719f8e4b6

Observation 19ebbb6b-a435-4023-b8cf-559625b81bfe · outbound

This paper cites ExTernD: Expanded-Rank Ternary Decomposition Ternary LLM PTQ with Accuracy Approaching Any Quantization Level.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving ExTernD: Expanded-Rank Ternary Decomposition Ternary LLM PTQ with Accuracy Approaching Any Quantization Level

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-14T04:25:49.320786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.969954Z digest=sha256:cf061d8cad8605772e799232473d53c37cda1469bd554f595cad697aeb299517

Observation d21944b5-cc16-43ce-935c-cfef44c94a56 · outbound

This paper cites Attend to Your Own Thoughts: Breaking the Barrier for Post-Training Quantization of Reasoning LLMs through the Lens of 1.58-Bit Quantization.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Attend to Your Own Thoughts: Breaking the Barrier for Post-Training Quantization of Reasoning LLMs through the Lens of 1.58-Bit Quantization

Reference 9

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verified exact
local_arxiv, observed 2026-08-14T04:25:49.307878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.973065Z digest=sha256:898dd0caa23b2f64b00783798afc8c643c3c1f795db42b012be7491360a8f0e1

Observation 26ec7687-02be-495e-980f-84fc7537b3c3 · outbound

This paper cites Mixture of Quantized Experts (MoQE): Complementary Effect of Low-bit Quantization and Robustness.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Mixture of Quantized Experts (MoQE): Complementary Effect of Low-bit Quantization and Robustness

Reference 10

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no resolver link, observed 2026-08-14T04:25:48.976211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.976211Z digest=sha256:0f18fe96b03b05baa68ae5376ed1aa7ade83196f32b1aab35965da874a4fe39f

Observation d9f03262-c3e7-49dc-905a-24bd99ac3b2e · outbound

This paper cites QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models

Reference 11

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no resolver link, observed 2026-08-14T04:25:48.979500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.979500Z digest=sha256:c68c0269d04ca9fcba249ce2a9a3a39e8e923506c80a69f9c6d4793706b1cbad

Observation 41dbcc43-cdf7-41d7-8345-a8e43031b87e · outbound

This paper cites QuantMoE-Bench: Examining Post-Training Quantization for Mixture-of-Experts.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving QuantMoE-Bench: Examining Post-Training Quantization for Mixture-of-Experts

Reference 12

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unresolved
no resolver link, observed 2026-08-14T04:25:48.982852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.982852Z digest=sha256:2db24b8e897f7e6f99d9c3bbcb6fcf077bf759a221c979fc7bfc586ab479f35a

Observation f5d832f4-0518-4089-a8d9-3d8423848cc7 · outbound

This paper cites an unresolved cited work.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T04:25:48.986359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.986359Z digest=sha256:1089a10ee2aec2192dc2b3391b857397e6b9058b3d25f75da77d33d934d8f525

Observation 24826879-a826-4232-ac42-41c68bffba9d · outbound

This paper cites QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T04:25:48.989424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.989424Z digest=sha256:b67120cf2ea479abff35a53ca51016b977617aecd83520323441923203da223c

Observation 64712087-cf19-434a-944f-6b54be25b027 · outbound

This paper cites T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge

Reference 15

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no resolver link, observed 2026-08-14T04:25:48.992743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.992743Z digest=sha256:2af3f4349cbf1f2603153c0d22e8e50f5aa509e8384ac2ef52dc49bc670e615b

Observation efb24032-453f-4e50-b803-dcbde8280db8 · outbound

This paper cites HOBBIT: A Mixed Precision Expert Offloading System for Fast MoE Inference.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving HOBBIT: A Mixed Precision Expert Offloading System for Fast MoE Inference

Reference 16

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no resolver link, observed 2026-08-14T04:25:48.996072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:48.996072Z digest=sha256:d46521172edd6b288b40aa5b5d514908e24e5c35b667fabdf1d3e8840e43d6ae

Observation 4df02f49-60a3-4792-a149-0619fbb829f0 · outbound

This paper cites Hashimoto.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Hashimoto

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.535576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:48.999324Z digest=sha256:e2b5046c3242fe291f8caea65597f8976a4b737f9fba2f1fe11a2f432c7eb817

Observation e42a08e0-60bc-4220-8ce5-63878fc71b79 · outbound

This paper cites an unresolved cited work.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unresolved cited work

Reference 18

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raw_fallback, observed 2026-08-14T04:25:49.525821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.002435Z digest=sha256:e6821df4ae049fdfc33556770b6a2bc6b866721c38910022365533fcc31e48e2

Observation 400c254e-eddc-4625-af79-9feb5ad17ef1 · outbound

This paper cites Statistically-Lossless Quantization of Large Language Models.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Statistically-Lossless Quantization of Large Language Models

Reference 19

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no resolver link, observed 2026-08-14T04:25:49.005401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:49.005401Z digest=sha256:f7531e91c4a652828166209d2737e5af19c56b32135adc7d8bedcb6104c7fb4f

Observation e4f0decb-1f5b-4760-a527-879880c9725c · outbound

This paper cites Displacement Is Not Direction: Evaluating Fidelity Metrics for Quantized LLM Deployment.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Displacement Is Not Direction: Evaluating Fidelity Metrics for Quantized LLM Deployment

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-14T04:25:49.179484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.008641Z digest=sha256:1fc8152fe7e96c64b8a3c762eeec946e831ad13fd7f4d437d4b751e6b2701ffe

Observation 04af1690-1950-426b-b9e4-c373f32a19a5 · outbound

This paper cites DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence

Reference 21

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no resolver link, observed 2026-08-14T04:25:49.012259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:49.012259Z digest=sha256:ab82bdfd54fb345493857bb0ef892a4fbcc120a178cb997d124c92071f6531e0

Observation e06e6e43-2985-45e2-87c8-0465531bd89e · outbound

This paper cites vLLM-Moet (repository; descriptive: DeepSeek-V4-class MoE serving on SM120 GPUs with persistent 2-bit expert packs over NVMe and pinned RAM).

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving vLLM-Moet (repository; descriptive: DeepSeek-V4-class MoE serving on SM120 GPUs with persistent 2-bit expert packs over NVMe and pinned RAM)

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.515894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.016303Z digest=sha256:6250f0529dff78907ad8989833e2c0764866f802619c36c606945cbfda3bd77f

Reference 23

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no resolver link, observed 2026-08-14T04:25:49.019427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:49.019427Z digest=sha256:ea488cefcb98de37d622ae9e52da9599ab88342c55aadccd3c440a4f877dcd5b

Observation 804963bd-cf91-4382-8eaa-ec7a315292c3 · outbound

This paper cites Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-14T04:25:49.121973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.022780Z digest=sha256:d6045a68a1aa92b45242ba4720ca9453b3bd62d9e6e41b18f3a997bdafa3aa9b

Observation 4ccde3f4-8214-4e4a-9ff3-15c671c33880 · outbound

This paper cites CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs

Reference 25

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verified exact
local_arxiv, observed 2026-08-14T04:25:49.107408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.026243Z digest=sha256:a08cb6e296d6d47650552d08a5b98cce2ee751c3994ac7c7623d6fe64618d59d

Observation c383af49-5a7c-433b-ad3e-68aeaa969f7b · outbound

This paper cites Sanfilippo.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Sanfilippo

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.505582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.029796Z digest=sha256:f55bbf5c7ebd1cbfa8fbcaf8794bf41390f97f47ec837ba694e54bde7bd2a5a1

Observation e1a069c8-dc89-4dff-9c2e-9281931bdb86 · outbound

This paper cites DeepSeek-V4-Flash-0731 (revision 7872f01b).

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving DeepSeek-V4-Flash-0731 (revision 7872f01b)

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.495101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.033105Z digest=sha256:2fd09eef53ed1db88c5dcb915aa493baf4584fe978d99d695886d01a65b563a7

Observation 9e5143d5-5eee-4315-abad-5e4cb81cdb52 · outbound

This paper cites Gerganov and contributors.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Gerganov and contributors

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.484200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.036825Z digest=sha256:a0ef4b14cb4d5e4ede024c563642f62ac3fc9f927f23afd49e45dfb422371db2

Reference 29

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no resolver link, observed 2026-08-14T04:25:49.040161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:25:49.040161Z digest=sha256:60a470c6cd4f0d5ccb754c509f0f76f7b044a789cf6c7e83e00403229741c8c7

Observation 6190100d-dd0b-403a-966e-33b0e79c7934 · outbound

This paper cites Janardhan.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Janardhan

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.471784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.043701Z digest=sha256:24ee4501f05d34924a006d994a8a11d8e4a7dff2b35638b2287fdde6ef2a5d64

Observation 3a112894-877b-42a1-bb6e-12d166e8fc0d · outbound

This paper cites an unresolved cited work.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Unresolved cited work

Reference 31

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unresolved
raw_fallback, observed 2026-08-14T04:25:49.459791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:25:49.046908Z digest=sha256:437c00fa3bcb89792ed500cb61ae8dba75b40c66bd405f2fb2a755bf67cda253

Observation 7603b4ec-8696-460f-82f0-b21852a23531 · outbound

This paper cites OCP Microscaling Formats (MX) Specification, Version 1.0.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving OCP Microscaling Formats (MX) Specification, Version 1.0

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-14T04:25:49.449732Z

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This paper cites Measuring Massive Multitask Language Understanding.

Tied Trit-Planes: Constraining PTQTP to a Uniform Nine-Level Quantizer, with a Persistent Folded Format for Disk-Streamed Mixture-of-Experts Serving Measuring Massive Multitask Language Understanding

Reference 33

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no resolver link, observed 2026-08-14T04:25:49.053461Z

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source=pdf_text observed=2026-08-14T04:25:49.053461Z digest=sha256:89ee6348460ea4ad80239824b5a2b855324aad9cc84c56be75a0cea1752f3f4e

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