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Paper Citation Record · LEDGER

Learning Peer Influence Probabilities with Linear Contextual Bandits

As of 24 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2510.19119.

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

pith.paper-citation-record.v1
2510.19119 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:55:04.110388Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

53 of 53 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 507115ee-bc5e-4f6e-9cbc-fdbab28d9a0d · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-04T08:54:59.688299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:54:59.688299Z digest=sha256:5b53fbcd6c7893e2c95194b1d11558e542ae79a2a4bc7cc72682af213b5e13f6

Observation 85015730-7201-44df-a0bc-e52d434204c0 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-04T08:54:59.744361Z digest=sha256:00a2f7072bf539bcd936debf74e1410b90480882f69c2457a0bd80ddd759ccea

Observation 9ea3e133-5153-4cf6-ae12-f27adab04128 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:54:59.942490Z digest=sha256:e055e40a98dd873ef416933080d7e987f7946acde4b227512718b6411996ecf2

Observation 6778b13f-026a-49fc-8f57-3e5370fa9215 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-04T08:55:00.035464Z digest=sha256:c9e3df9bcd443821d075499921e4215fa684b038841d9c1fb8ced3fc86acb3bf

Observation 66f9c8f1-f56f-4679-a647-07275e73775e · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-04T08:55:00.101483Z digest=sha256:0ee6ce3571f4c7d8f29cb0da7213bffaa962c10085e645e7aff66a4d99f24932

Observation 11aba745-ba82-4fb2-b8f9-1a3d92b3a4ea · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 6

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:55:00.163094Z digest=sha256:830a1de909f64c007e3cc8ead5339813e1dca0470599b0d5b8c7a8b41b440469

Observation a627ae24-0f36-4f0c-b636-d62af12edf76 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:55:00.224315Z digest=sha256:6983ce6e1f3e160f8b0f9f1bddccb374a19cb359f501ebab0953af99516bace0

Observation 64aa879e-f47a-4d70-b0f9-aaba7d498616 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-04T08:55:00.275889Z digest=sha256:ddab44a67debd73b41d62b54c27d96b276602b0e015f106a9918f53a3dbfab6e

Observation 4b8035fa-a2db-4913-9bff-7022635aaeb4 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-04T08:55:00.356843Z digest=sha256:7c7951eb65b7e73042feb3965a2327abae76e2193dd9f17c037646445f8e0d98

Observation b5cd91da-ab32-4308-91dd-46d45a2af6c9 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-04T08:55:00.504893Z digest=sha256:bae7d87addb369563ab6b4c94fba686115a294bfb3bc243bc94fba30b3d71ed7

Observation 0b836c00-3a59-45ba-9b47-42586de4964e · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-04T08:55:00.638641Z digest=sha256:07560995856f9feec779a92557678433906cb02ae89e2bece50c6c3fae508b6e

Observation c36d9a1f-778e-4d62-af76-0b563c5ffbef · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-04T08:55:00.803487Z digest=sha256:0ab8fcdeef8fc6bd0e80783e86f192f40d79ce426a579c94741ffd19ed9a77b9

Observation d0c6b56c-acea-49d7-9714-bafb257d494f · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 13

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source=pdf_text observed=2026-08-04T08:55:00.970470Z digest=sha256:700447248469cd8f31c030d73189a07d10627b515bf875a761aaf65bf2af295c

Observation be51921d-c43e-446f-a814-fdbb3057cdc7 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 14

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source=pdf_text observed=2026-08-04T08:55:01.118367Z digest=sha256:128fc520c0967c712f59d2aa3ec1e825a65599a34ab025cf70e53105f1d6196e

Observation e1ce5d38-687e-4f01-98ef-ca2095f84e06 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-04T08:55:01.250246Z digest=sha256:773164d95db2acdef53f14c40df89ca6cba7ddef3db1884fc32618d48ffaee4a

Observation 3677dbc5-f546-4110-8798-5928525c830a · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:55:01.376506Z digest=sha256:6fd1c7ce70085edb0026210bac855e967ae8a6e047be3f55e69147a3ac18f32c

Observation 1159a310-bb3e-42ab-bf8c-9d05612449dd · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-04T08:55:01.532976Z digest=sha256:ea5cb3a5fec835e620fdd1758c94513d38a6ee51a3d70a4c110b5f09a852b99f

Observation bd38c27c-9ef4-43ac-9a9d-cb0945c04315 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-04T08:55:01.599933Z digest=sha256:f1760b73b36ae5cc8eb26d747405651a0d8da5a9233a11ac56fe6fb6810785d6

Observation 8ad91139-0252-4d40-a2fd-f0d96417da44 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-04T08:55:01.658020Z digest=sha256:d3bae709db74f2299fdb7773d461e8c7b85b4e8284dc89d618f76b970e17e5ef

Observation 61252b7c-171f-451b-b760-e5b7efd64d14 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-04T08:55:01.911598Z digest=sha256:360dddef002a799bca956da6f38f9ac07261d73ad4eb4fec4d97bb1eeb240bb9

Observation f5783efc-3b79-4a57-8208-139f3df976e0 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-04T08:55:02.100674Z digest=sha256:a7984b0ee371e90e530912af0cb69d4ed34f45e49aea6cc8f7211c10d4b14e13

Observation 45e259fd-3003-4817-b4ac-fddb2f7fb247 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-04T08:55:02.208982Z digest=sha256:14febe40379c83e7c809562b9714407c5e8f256e680e3ecbb796492336eb645c

Observation 4d1f42fa-8c9a-4ab6-bf0a-aa544bfa946a · outbound

This paper cites Multi-Armed Bandits with Interference.

Learning Peer Influence Probabilities with Linear Contextual Bandits Multi-Armed Bandits with Interference

Reference 23

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source=pdf_text observed=2026-08-04T08:55:02.324926Z digest=sha256:519a666378f4a709061d16bf4af082fc68409bf87d73c2b8b0656c39b66f7394

Observation d4abab5b-13aa-4dd8-829b-9e6a80bded0c · outbound

This paper cites Link Prediction in Networks with Nodes Attributes by Similarity Propagation.

Learning Peer Influence Probabilities with Linear Contextual Bandits Link Prediction in Networks with Nodes Attributes by Similarity Propagation

Reference 24

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source=pdf_text observed=2026-08-04T08:55:02.442654Z digest=sha256:cf76307e8851155c13aa6ed22569463ab4596ef08231f3cb48a3232f5d03c137

Observation 9891fab4-a670-46e9-8755-855fc730946f · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:55:02.510760Z digest=sha256:4128b2b946d6ddfdbbb2babb5f19df3849485705cb9f3daba2f7a13a80eb5934

Observation a951dd8f-3b90-4670-af37-0b55360a54c1 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-04T08:55:02.552409Z digest=sha256:8e9d8f06154504fee5b72ed36baf90463f7c58eb8f39f67596a216b43a37a556

Observation 90b471fb-81de-4ed0-925f-c7c96787b3db · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-04T08:55:02.615728Z digest=sha256:43f87641c956fe5c1445513b69559152eef18bbe2ef21255442f9fa26cbbb018

Observation ecae5e8d-02ba-442c-b1d5-c2ff0695b1a3 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 28

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source=pdf_text observed=2026-08-04T08:55:02.643413Z digest=sha256:e22d28d811e2b17f6c00da21cb58d1a1e2634be08660d75a3a775c7981b55f34

Observation 6830de91-e172-4db6-bca6-69bba0968dfb · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-04T08:55:02.683622Z digest=sha256:5e1d71f3c19e6c3932da3f2b5b9fed8e0636a0852eea83f6821a03b72caa40c0

Observation 3468ad8c-674f-4701-be91-9039167c0802 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-04T08:55:02.752905Z digest=sha256:eb126aa320182a3aa7a71fefe97672a6d13b44225f4986024a4e3fddc1e1bfb6

Observation e2288d64-9120-4db8-8f29-c0b8c0204008 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-04T08:55:02.809332Z digest=sha256:ccba0b4b88711bdff6e2f81017dfe7da9a5370cdb571ff7fd4d6ef4ca96c9812

Observation 99cd944c-d561-40c0-9427-0d5b966c3c32 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-04T08:55:02.861741Z digest=sha256:48da34f26e3ddf599de7b631e7ab77416c3f3eafeca543606a21f651994070ca

Observation 10025275-0345-4aab-a58b-7ef628db2e71 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-04T08:55:02.926728Z digest=sha256:b0947475d1a71b9232f3dcfe9d42278bc7d925c244d82042aa6320f36ad938c7

Observation 84ff36cc-64d4-4629-86a7-8d3dcd1aa1e9 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-04T08:55:02.983887Z digest=sha256:ff217f67e80fd452e535d21f193a1873384642cdafe8192991f40de2f4cd164b

Observation c6667df1-a6cf-4242-a652-8a0280b46f73 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-04T08:55:03.060676Z digest=sha256:86c2b404190812468b48d2cc440746f4515f5857397470ee017e5dc48f0fd584

Observation 1a55a8c5-3c00-4a06-ad6c-5886791fd58c · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 36

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source=pdf_text observed=2026-08-04T08:55:03.136782Z digest=sha256:d1441a8fd380237b046b51635fd83d798860659e1e11a29bc5f3f42270038c10

Observation 929e5cf9-389b-4c7d-9648-08b8a1c4fc7c · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 37

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source=pdf_text observed=2026-08-04T08:55:03.217888Z digest=sha256:2475dac8582b30afb5fd8efd634027b0ba2a55c36faf8ea70675289de839363e

Observation 129d0acf-2458-4741-b766-e0be37462530 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 38

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source=pdf_text observed=2026-08-04T08:55:03.298348Z digest=sha256:916055bc08df7df8baf26daa198d94a986e6a8423380554ac1be83300f58531f

Observation 5107a67e-e7f5-4175-b85e-7d2c3d1534ca · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-04T08:55:03.360964Z digest=sha256:8cbab770838de686928628554a75ffc768ab5a40bf005e9d7567e8873ca27bab

Observation ebb76ae3-1fa5-4aa0-8b2e-c31f0536f5c4 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-04T08:55:03.420013Z digest=sha256:345cb08d861a646ad59ef588480acdce6e2836fa33a291f8a8c579f5dd661d5f

Observation 47e78a17-44bf-4cc9-96b2-3b53157f3f97 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-04T08:55:03.489520Z digest=sha256:fba3a6687679d6389a789948dd584d4cb2e538f769caab749f3272fe8ce4cca5

Observation 839c68a5-05d6-46b0-852a-5da5d38d41bd · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:55:03.534684Z digest=sha256:7c0f37c32fab4bc0577daa874437aa61384e5f7cba1e007f19f8bb104e1e81a8

Observation 4f604a73-3791-4299-8a42-19e3a040915f · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-04T08:55:03.599525Z digest=sha256:5db84ab66c9ae7cec2df2822ae817d926ef628ff80fbe5bf2e2e96ddc6a6256b

Observation b627f301-f524-4d3b-8056-1dbde30a2fe9 · outbound

This paper cites Linear Contextual Bandits with Interference.

Learning Peer Influence Probabilities with Linear Contextual Bandits Linear Contextual Bandits with Interference

Reference 44

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source=pdf_text observed=2026-08-04T08:55:03.665287Z digest=sha256:84b9784085b14ee7ed4fdecd44e03080a72e2d2b633df0257d9547ae4097e42b

Observation 76d900f7-3463-4d2d-ad56-ceac9a418d6c · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-04T08:55:03.725454Z digest=sha256:d1715a63ac56aca75beeb5c9118f67e74129180c527b88c479d67a830c46e958

Observation d12a0dc8-edf1-4763-8e0b-5deb2e0b7d67 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-04T08:55:03.793950Z digest=sha256:ede4ddcb755f6cc976fe3878c8b4c11e60de8582863cdf772d4b3a3afede654c

Observation 83f21b67-fbca-4fe7-88a3-d2fdbc6d9790 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-04T08:55:03.842816Z digest=sha256:27b8a86f968565ebff694cea92b58a9bf0a64a965ec160db330a8d7b292518e5

Observation 20a2d534-4887-46aa-b23f-d208434c5bed · outbound

This paper cites Online Experimental Design With Estimation-Regret Trade-off Under Network Interference.

Learning Peer Influence Probabilities with Linear Contextual Bandits Online Experimental Design With Estimation-Regret Trade-off Under Network Interference

Reference 48

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source=pdf_text observed=2026-08-04T08:55:03.893675Z digest=sha256:d23a3b23f72b015fe7e6bb0551eb4808e54adbf2271a468bcac1f268d8f16856

Observation 8b81f39c-735b-4a15-92bb-86b878bb7599 · outbound

This paper cites an unresolved cited work.

Learning Peer Influence Probabilities with Linear Contextual Bandits Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-04T08:55:03.975890Z

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source=pdf_text observed=2026-08-04T08:55:03.975890Z digest=sha256:4e19e1cb64e334efd7cd0cefd5a794f7b1d3cc79526e9646fc3138119e22c51d

Observation 9fdba982-f37f-40b4-974b-3030e6a90b7a · outbound

This paper cites Let the action set be A0 ={𝑋 1,...,𝑋 𝑀}, 𝑋 𝑚 = ( (1,0,𝑥 𝑚,3,...,𝑥 𝑚,𝑑),1≤𝑚≤𝑘, (0,1,𝑥 𝑚,3,...,𝑥 𝑚,𝑑), 𝑘<𝑚≤𝑀, and set the true parameter vector to 𝜃∗ 0 = 3 4, 1 4,0,...,0.

Learning Peer Influence Probabilities with Linear Contextual Bandits Let the action set be A0 ={𝑋 1,...,𝑋 𝑀}, 𝑋 𝑚 = ( (1,0,𝑥 𝑚,3,...,𝑥 𝑚,𝑑),1≤𝑚≤𝑘, (0,1,𝑥 𝑚,3,...,𝑥 𝑚,𝑑), 𝑘<𝑚≤𝑀, and set the true parameter vector to 𝜃∗ 0 = 3 4, 1 4,0,...,0

Reference 52

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no resolver link, observed 2026-08-04T08:55:04.045045Z

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source=pdf_text observed=2026-08-04T08:55:04.045045Z digest=sha256:1d74ce5d797c475c0e90949e2c2482d07d07b4afda9b10f026d7c0881dc1437d

Observation 2aff4361-bad3-4ea2-8381-68b57996dfd5 · outbound

This paper cites This completes the proof.□ 8.3 Proof of Theorem 5.1 Proof.

Learning Peer Influence Probabilities with Linear Contextual Bandits This completes the proof.□ 8.3 Proof of Theorem 5.1 Proof

Reference 53

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source=pdf_text observed=2026-08-04T08:55:04.110388Z digest=sha256:b67801db4c99438c0f65d47cbd1f3d92d6b3864952b1ba4bf49d7612bfe3c5a2

Observation be315695-a3a0-4032-b760-4cf109529fa2 · outbound

This paper cites Internet Research 33, 4 (2023), 1573–1596.

Learning Peer Influence Probabilities with Linear Contextual Bandits Internet Research 33, 4 (2023), 1573–1596

Reference 2023

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no resolver link, observed 2026-08-04T08:55:01.747454Z

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source=pdf_text observed=2026-08-04T08:55:01.747454Z digest=sha256:51291e939452b59b86236602b3c10efd1a819b4f9c4a8c93c06a1230b9af6d37

Observation d0c5db73-0a38-496b-994c-1115b2cd4741 · outbound

This paper cites Advances in Neural Information Processing Systems 37 (2024), 36414–36437.

Learning Peer Influence Probabilities with Linear Contextual Bandits Advances in Neural Information Processing Systems 37 (2024), 36414–36437

Reference 2024

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no resolver link, observed 2026-08-04T08:54:59.848010Z

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source=pdf_text observed=2026-08-04T08:54:59.848010Z digest=sha256:50b2cb6acb880a4c419c1a8f0b9d37788a9f1c3142fdc9ff55175220ec3812ef

Pith citing papers

No inbound Pith citation observations are available.