Pith. sign in

Paper Citation Record · LEDGER

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation

As of 17 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.09685.

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

pith.paper-citation-record.v1
2608.09685 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:48:14.878819Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd46f2c5-fe39-4312-80b0-e3b31472526e · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.760233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.760233Z digest=sha256:0b8e2a31085fc0e6f89979cb959900ddf48c1732b5a6b8e8574206ae21076812

Observation 49ef9953-305b-4cb9-a66d-03b8f48a456c · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.766284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.766284Z digest=sha256:22cc010f8df2f2a344802cbda5ba795fcf9a9aac23cf0bbdf63844b1ee4db189

Observation 8c47a16c-9fea-4ce4-aa1d-b4eef0becaef · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.771485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.771485Z digest=sha256:20088da755a62f5d95de00f4b1b5276dfb1646186e3dc627fa9b48e060508766

Observation b50d8e75-7b36-437b-952f-4feb126f7429 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.776607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.776607Z digest=sha256:e969179ae46457381b5cb4b8c47c3337404a2dd80052dc2a787f49a63f1a0bdd

Observation bb53eeef-7e82-41b2-9db9-c355b82e8316 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:48:15.201543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T12:48:14.781689Z digest=sha256:0b308f0f481732b6b549e0ff3512e51120df1ba6a18fc8c42731096da3c3ded4

Observation 0ab9231a-25b2-4a57-97a1-bd378cf14baf · outbound

This paper cites Better & Faster Large Language Models via Multi-token Prediction.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Better & Faster Large Language Models via Multi-token Prediction

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.787155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.787155Z digest=sha256:22d42faac210377bf390bffaad052db16a5b03635966321de85cf67b4c259a16

Observation 46c90a7f-6c78-4945-8893-1e6a2e7b39af · outbound

This paper cites Non-Autoregressive Neural Machine Translation.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Non-Autoregressive Neural Machine Translation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.793588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.793588Z digest=sha256:8f9ad501b7d63c2482a71df1ec8dd865cc768844dd2d069ee72d4f39c27e89ce

Observation 48381626-a77b-4851-a2e7-8c4768d0ffd4 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.798816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.798816Z digest=sha256:5fa8a699a04f03d930d458454ecaa86fda294344d9fee68dca6645d3d2dc8f8e

Observation 3984637b-2c69-4ddc-99cb-411457745df4 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.803915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.803915Z digest=sha256:3ce01024a803812fa30df1f6164f9b9f183273fcabd1b5ed2561f7dc7e559d04

Observation aae65b9c-a478-4322-9424-9f388a35ddd2 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.808646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.808646Z digest=sha256:508983f951a6878ae6c2cf36357d60950f5a9470e9c2fef477a7a13dd6a36a63

Observation ee30d37b-a5b1-4089-a711-6251413a1520 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.813572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.813572Z digest=sha256:1824e3d93aa7c85d1a0c4c1d96c5ec518bfb44937ea27e5eac3f6b3f659d10c2

Observation f1dfa98f-c4cf-452e-890a-99683f4245be · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.818332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.818332Z digest=sha256:13d961b0889507e05d8557f3dd3799eec8e6fd7c0ddc957356d9a21ced9c0285

Observation d5079ce9-e9b4-493c-90b0-87c7e68103bc · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:48:15.129787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T12:48:14.822743Z digest=sha256:81e8f52b38cd67237583f3bc3b4c278f3a31ce0e5dd34f1710e4718624999419

Observation d12a0d5b-0062-48ab-8165-a1e4228e7352 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.827648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.827648Z digest=sha256:7bb7b5d5a6af0ad14a9cbf5a0206e5f46112d0d5de08c7659b74ac4f6565d82a

Observation a026f4cf-b894-46ee-aa00-d33dd805ca76 · outbound

This paper cites Generative Sequential Recommendation with GPTRec.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Generative Sequential Recommendation with GPTRec

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.832458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.832458Z digest=sha256:5055f1b860bcd3d6cd4234207f8118ee06d3f9a35c83627d23af856e5619dfd5

Observation bc54dac1-193a-4804-a786-7fe346d4f2cb · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.837526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.837526Z digest=sha256:d266566c99a242875ed87804cd54829d57e1bf9e5707a51fbd94932356368fc8

Observation b2a325cb-d722-4f3f-8859-209837a0db6c · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.842007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.842007Z digest=sha256:78bb61402c035b2b37108492534a845ace1358f887b8d45a29200b5536455711

Observation a9d91e14-0e18-481f-ac7c-0f261acddaa8 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.851185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.851185Z digest=sha256:16584e9c4842202f029e8ef9f2b367a2d255f96c620aed7d7fcf37f88e74627d

Observation a3a759c3-15a1-4055-972e-00c6705093f0 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.855676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.855676Z digest=sha256:f056e78d8bed9930ae6eb63b0ce7ec04cdf32befc8afd35265c872d9c64d5f93

Observation 229ac0f7-b88f-48f1-b197-eaa45aa95f01 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.860060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.860060Z digest=sha256:6add540cd64232e2a65052b21a194554e16d333724b53bdf9ef3746eacc1eaa1

Observation b5f15edb-f1a0-4d8d-94d6-70c70754277e · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.865067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.865067Z digest=sha256:bdb3b3039c1a5c52256c07bbf6eab5c1b13918e7c6d7a7e566ad351f1759a225

Observation 9db8cafc-048c-4661-9ad2-c564546b050e · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.869563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.869563Z digest=sha256:b96661102e2375b90e38fda491e2981114c72d1d78ebf659c7cd783c434bc141

Observation c4039308-5b43-494e-938d-0f3ff41f527f · outbound

This paper cites Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.878819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.878819Z digest=sha256:b6b0583e7a25381aafebebb2457382bfd27981deb53b97224593f36f56f0264d

Observation a82263e2-5432-4710-9526-6997a52e202b · outbound

This paper cites Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.874075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.874075Z digest=sha256:a99263bf1eba323d1537407fad6f0be1a898dce7935edde78a4045141689322d

Observation 676eb285-e57c-4644-b20a-19e909844013 · outbound

This paper cites an unresolved cited work.

Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation Unresolved cited work

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T12:48:14.846636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:14.846636Z digest=sha256:28d18ae6fcf33985457766437bd9858598b2544af57f5722847f613330d79920

Pith citing papers

No inbound Pith citation observations are available.