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Paper Citation Record · LEDGER

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework

As of 5 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2606.09896.

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

pith.paper-citation-record.v1
2606.09896 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T22:49:11.745336Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

26 of 26 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2072c1dd-0d81-4f01-ab40-b3e69d3b4b91 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:037b4c25ac0c67eddeb6b668b60f705d1537e38c1880d167ebf944be9eb579e2

Observation 8e9f260d-b70d-49bb-8135-c95402041d66 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:ae1f1ba9264683f600c8726b2f21d3e0f5decd579597c6b6c423c29896f6522e

Observation 1b309fdb-8221-46f4-903c-73c3a58a2c81 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:211b0c2b88ae5a80a8d4304f97c7bb535fbf3a6b8e2b05a06df84d7b6becfdcf

Observation 69daacfd-84bc-410e-ac26-e89aa2221c6d · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:5d4f7c2e991e0a9cae10063bf7ff3fd553c07ac66e6845d732cbf2618b4b6adc

Observation 5510c4d7-dc5f-4040-b514-f8c624b52071 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:31ecceb2b8d2b9dd5421c6fe4856720ecb1390737749699ca0b669a623c26886

Observation 3e3e487d-47c1-43cb-aecb-a554d5a5c302 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:6a9cf3a2ce9fadc406cb5e251a27cc4057cef24bb7a99c60952f0cf359a8aaaa

Observation 6cd54872-f91e-4851-ab58-fa0c53d29c4d · outbound

This paper cites In2019 IEEE International Conference on Data Mining (ICDM).

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework In2019 IEEE International Conference on Data Mining (ICDM)

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:6a0ab8f6ed48628bb8fe79ab33a93231f33fd3f686eec3d5c26796ae2794a10c

Observation 785b6890-b6ad-496e-b916-ffc708217940 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:0cf608865c364bf4984a7afb66d00eac41e4a9dd94ce3ca2c355529bb5944c26

Observation c0baab3a-da0b-4ea3-87f3-794f47d58ae7 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:a92e649320d4161137d05b734aa69cbdced4cc486b7b963b794bf2f61e21e9b0

Observation b5bbf863-46f4-41aa-9dea-3f99b9425bc7 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:6bfe4b3966b30d323221459f31925077fb68956e7d52a5ce989f54e1474d3dc0

Observation 5c95115d-9399-42f5-80c9-07fe56e01356 · outbound

This paper cites 2004.Knapsack Problems.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework 2004.Knapsack Problems

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:ff18c0e2e47e98da4c8db04e961c9f6a084a5e2da4fe2526f14528f9837b24e4

Observation 323a9c43-b22a-4863-bed8-acefcfba3a95 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:fd823ccba8aefa9cf565eecf3a45eef8b27945854496884294fa109447f590a8

Observation 40034406-954a-4727-88e6-d6c423eca8f1 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:f6847e64a303946a4360d3e09049c2e0ffa3641b64980ae23805b86f19d6a92b

Observation ec0f38d5-1865-4e6b-a5e3-a3c6e7b1f4f3 · outbound

This paper cites 1990.Knapsack problems: algorithms and com- puter implementations.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework 1990.Knapsack problems: algorithms and com- puter implementations

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:be74be0def3c1b5cd474afee0fb4c88cc490f57161fb280041c64c42000d75ae

Observation 06d0a0cd-20d7-4c54-ae6b-2c280e7792f3 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:4ea37f3c8b695db9aa628a2e108efef5536771b95975b7720f812fae00bd7027

Observation 2d1a96b3-33c1-4ec1-b6e3-cc34c4d93f0d · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:46bec1938baacbcedeee0f76be2d0331d59de1b2adae0112d73049369ff8bad9

Observation a2ead8d4-7d6b-4c6d-b2da-1c814a600935 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:144a9a80f6aef3869a1f841bf769c442078396df81ac33626e5e0cc8596ceda2

Observation 97aaef90-4600-4f23-ba1d-044900667473 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:9b4f13df8e85b4fbfc16e272392a22a667cb162e549fce80ed4446fc4bc63600

Observation 6af67736-6492-4083-b667-9c3d60c7cab3 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:5db01d3ba937cf35ef3d8f710620f0f19c0468681ea598fcd9c98113f50683ee

Observation e5de7f46-5b38-49bb-a367-25bc6a12ed1c · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:42e9bf04cfcc76285bc5bfe4f317c4fb377df17880fb99d91dad6f6df2aa75eb

Observation 89237f6b-68f4-4826-a96c-02bfee232aa8 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:995d3926d1081dd7c4df0a8a76bdec538df7cd5f7dd3c785660ad5bbf88ee139

Observation e41049ce-3c3e-4459-86c6-144f660ef638 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:8fd895fd479bafa0430d608fd218d55292a6defa026214f16fd6e6005badd7bb

Observation cb9b9fa2-4e63-45c2-b536-d0cbda078319 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:95aedc5421be869ef25a831a0ce837579fc69f3c3683e8b79b555b8524d746b7

Observation 20ccc2d5-0094-432b-81a1-a929a35714d8 · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:dcb039ba18bb2cd9e8278782087ca604d9a5f5f46a2079e442d37dee4627256c

Observation b7528fb2-1ccc-43fd-ab5f-920db3ea547b · outbound

This paper cites an unresolved cited work.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-06-27T22:49:11.745336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:e3da6c0356492d473e3f22df220b27a125711a30a823d07cf80ab584a046ff16

Observation 6226b3e2-4383-4c5a-a34f-9e76cc0064c7 · outbound

This paper cites Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-02T16:17:09.566094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:36180ad11d795264a4e04d81c28bb6b232ed78ad8f20da46dac00d1bb84dc793

Pith citing papers

No inbound Pith citation observations are available.