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Paper Citation Record · LEDGER

Contextual Information Policy Optimization for Search Agents

As of 8 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 0 inbound Pith citation observations for arXiv:2608.06128.

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

pith.paper-citation-record.v1
2608.06128 v1

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:44.454311Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

82 of 82 outbound references displayed

  • verified exact2
  • verified fuzzy18
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ddd1446-2902-4c14-9480-3c910a88f320 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:40.706426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:40.706426Z digest=sha256:3d0d0bd24701c2df14d50e0320b994e146db7be6af416640170e44f27713519f

Observation 4eeee279-bb54-4e8c-b972-d1e53cdc78db · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:40.768998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:40.768998Z digest=sha256:b9c5049404f0a37e5b231385a4b3b1b84e0d1e0b663d7319011a44dee4f99481

Observation 5a34e4a8-1ae8-40aa-b307-aa36e19beef2 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.705432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:40.906472Z digest=sha256:9d739352212a7e5b6496929e220f7cad6389f630439d7fe5a19951ca37b686af

Observation b63cf785-ca93-43c3-b168-14c82ce8e5b3 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.684127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.045064Z digest=sha256:007ecf3b3a96b7060a2a0c88ca6da2df7a761dcd1cf8fd9ad2d58fbe6f9473a8

Observation 78740111-fb06-4285-ab8a-fb626ad3ab05 · outbound

This paper cites $S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data.

Contextual Information Policy Optimization for Search Agents $S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:27:45.179509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.249491Z digest=sha256:ae451e2b2007b3b7ef998355a024e7fa0cba31dfafbb69830297d32af0071621

Observation 73dfbea1-8dca-4b2d-928a-823d907a7d26 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:41.352649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:41.352649Z digest=sha256:6da271e952083f72e00db836c524a34e74f3de4f24d6bef61564fbb1c7b830f3

Observation 74d99c1a-039b-4870-8851-ba3f108cb156 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.650092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.367748Z digest=sha256:d2eb9d8d883cba8d8785a77d043d0d03e024b915d61d03c71f145e206cd6ad06

Observation d14d8845-f2da-46b6-886b-b27055fb192d · outbound

This paper cites D.; Sugawara, S.; and Aizawa, A.

Contextual Information Policy Optimization for Search Agents D.; Sugawara, S.; and Aizawa, A

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.625753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.536212Z digest=sha256:d6f6788c0d643b959639045e6d8efd8fad8d9d9b91340eff96de6597129e923a

Observation cb93cb69-e9a9-49e7-8959-2c62bb693e87 · outbound

This paper cites S.; and Zettlemoyer, L.

Contextual Information Policy Optimization for Search Agents S.; and Zettlemoyer, L

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.594717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.851945Z digest=sha256:61f9ff27cd9dcf625e5447af86fe70299b5b7c00a1f0de7d7ab431dfddc68653

Observation f1e39cbf-c8b9-4cc2-8f07-4f4f7d07a397 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.562986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.015122Z digest=sha256:49322e99c742f09c2e5a1f0733a59f45c22f77e82f7dc71f33ca073866034693

Observation d673a526-b9da-4361-9904-e36b243d263a · outbound

This paper cites u ttler, H.; Lewis, M.; Yih, W.-t.; Rockt \.

Contextual Information Policy Optimization for Search Agents u ttler, H.; Lewis, M.; Yih, W.-t.; Rockt \

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.543195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.077174Z digest=sha256:bc5274059b20ef550a6600173dac9255585f8c3d9845ebc37b9cca1939ee335c

Observation 147285e7-c643-4fd6-ab99-eb749e64043c · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.520091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.297039Z digest=sha256:fab2298ea03732cdcd5638102baeaeb1bc68a08d8263459e76d44a664f3a9e17

Observation 2625c8e7-29e3-4079-9ebe-8c1cbf10b0ce · outbound

This paper cites S.; et al.

Contextual Information Policy Optimization for Search Agents S.; et al

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.497094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.385091Z digest=sha256:3d0d37f1001e4944ffceb0331d146efb9d0d4502b6a816e3dc9b0c4fc127a8d7

Observation 503b19a3-535a-4a7f-ac06-450b43eee8fb · outbound

This paper cites A.; and Lewis, M.

Contextual Information Policy Optimization for Search Agents A.; and Lewis, M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.469795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.431065Z digest=sha256:5d929b18809e51675baeaf326f97cf331187f86cd8f062927f6d87ed90540805

Observation 14fb879c-3441-4891-bc96-c7a3001fe0bc · outbound

This paper cites L.; Lai, H.; Sun, X.; Sun, J.; Yang, X.; Yang, Y.; Yao, S.; Xu, W.; et al.

Contextual Information Policy Optimization for Search Agents L.; Lai, H.; Sun, X.; Sun, J.; Yang, X.; Yang, Y.; Yao, S.; Xu, W.; et al

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.446848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.500510Z digest=sha256:e9880546f1d0dd845584259186bc0c2cac93fe87981151224ccdde702c7a94a7

Observation b02a4344-168f-4af6-9e38-0309f9f65795 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.423483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.606426Z digest=sha256:150d9e9455bea664ca8c7281348d84a0cf8d3cb5d6aedb605fd164d9b96c5ade

Observation fa048b17-1df1-4b41-9560-f1cd627172ce · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:42.829217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:42.829217Z digest=sha256:b8395845c96e8328283520197ad89ec9091ff0952169c199297df48cd91d7611

Observation 08b08548-ecf1-4303-a48d-fa314231ebf3 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:43.006644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:43.006644Z digest=sha256:8eb5a6c5f5f3f65cbaebe198cb5b428f33082be4c539d32a68e172c08e87fb84

Observation 789b297c-0d67-480a-baf3-511f010baedc · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:43.067357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:43.067357Z digest=sha256:f1fc5ffe4550cb5cc5ba821bb4cbf8babef2499a4ef845068d2221fa1b6e355c

Observation 6a923dba-eee5-434e-a6e3-22f5eead7055 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.348898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.271875Z digest=sha256:22d416bcc8967201ebed47292cc6fffdfa8418f92f5781e3ab4b1505760ed2a0

Observation 2505f74c-addb-4a7c-9ed4-3fcd76855e76 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.315262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.400513Z digest=sha256:3f2631a4490c3025a8d4e4bb43ec15c3ababc0e39b4ddf9aaf5fc59ab84a9911

Observation b6cca1e6-faa2-414e-9ee0-d2084e6b2637 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.283930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.506244Z digest=sha256:f79e3d89d44b87e439f503fd51087e5f5a76d143212c015425a2f83f12d02543

Observation 19560e5a-f6ba-4f24-812b-3b459c375b86 · outbound

This paper cites V.; Zhou, D.; et al.

Contextual Information Policy Optimization for Search Agents V.; Zhou, D.; et al

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:46.262495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.902814Z digest=sha256:f07fcd8076c73d30beb222597756da9248f00abfc86d5070c5d113e765648bda

Observation 7ce17acb-0226-4184-a021-6f7203cc414a · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.244573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.002289Z digest=sha256:6a93e886ad291f3028fcacac130813d218716e364f10a0bcadc72cb55d45cfa0

Observation 682cf631-e9c1-4cf9-9b09-eef90d6e4ae8 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.219399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.018274Z digest=sha256:ca3cd3d2f7b2e5c6dc936d16f11e29ea06ca5a817e912e6b872abfc3fd8c5779

Observation adcfc567-5578-4a06-be2f-255ba4765718 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.024928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.024928Z digest=sha256:01b06779652fafc43d4b84be358f5ca7146cf22fe7cbd8ac0adc9c902095e549

Observation e8aa933e-af2e-4ae9-bd46-2e30a86e3614 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.167469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.046443Z digest=sha256:8800a6934bfbd9938e484ac9df38ce1ee63b6dff08db8afe76fc4d644e598574

Observation 79aa23d9-a284-4af8-8be2-78142fe2539a · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.144692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.056541Z digest=sha256:676d837fc4a363d73d2e923eea49c040be516d2f8e684ddf9791b74dff1632ee

Observation 3a760258-8485-4b1b-b6d0-06ce44308428 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.121993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.061879Z digest=sha256:6e283cd2324ab2e0ce6e343a122450487d2b6f9778ababf2f40e1aae28c6f91a

Observation 104c3e58-db18-44e7-9a78-37428660dc74 · outbound

This paper cites NeurIPS , year=.

Contextual Information Policy Optimization for Search Agents NeurIPS , year=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.070865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.070865Z digest=sha256:18b2f8bf564202c0ffe31136ec2c1b9a27559b0d3e58c81e490fb27ca3a3d1ab

Observation 8d4c8d86-703f-4796-a1ac-e397859d9ab5 · outbound

This paper cites CoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search.

Contextual Information Policy Optimization for Search Agents CoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.079542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.079542Z digest=sha256:f4a1d9b99c477f9511f1f85a0c983e0c7ca0be7e98a7fab250bbeab1361582c7

Observation e5ac312e-2384-445d-b7e5-b22e90da4500 · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:27:46.066781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.087548Z digest=sha256:ba6e4c8779acd0a8a4d8e58fb6d8b63c40ab51042d493db1be42f76d4e8d7695

Observation a285e488-92ea-4189-ad72-66dc7a0b07c7 · outbound

This paper cites arXiv preprint arXiv:2606.16409 , year=.

Contextual Information Policy Optimization for Search Agents arXiv preprint arXiv:2606.16409 , year=

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-08-07T14:27:44.933281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.094591Z digest=sha256:912e96f49c66b5c8ff3b7c82b90c4555968e1829014388fd8ae1f85229ee3a3c

Observation bbc6d72a-c8a6-4584-b088-f6520e375717 · outbound

This paper cites ICLR , year=.

Contextual Information Policy Optimization for Search Agents ICLR , year=

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.103825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.103825Z digest=sha256:47d053bd6db209f36e9674ed4c1d64e7273b76293206918e172c364a9dae5c49

Observation 7d8cefb3-a426-4207-8a00-ac3a7b5e4200 · outbound

This paper cites Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.111544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.111544Z digest=sha256:ecf639ef01a2540bbf1e58091c1d496c85ed120ac507632a380a66d02ec5e680

Observation 3c0cd1a3-8ea7-4a7e-9d95-218ad1462750 · outbound

This paper cites International conference on learning representations , volume=.

Contextual Information Policy Optimization for Search Agents International conference on learning representations , volume=

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.118098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.118098Z digest=sha256:7f764c5f3928a80c04064390c5589da60e74a9e887a34516773c6434927dd969

Observation 6d9eb9e7-b262-40c6-af37-06fa45a78c76 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Contextual Information Policy Optimization for Search Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.126399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.126399Z digest=sha256:832fdea6eb4286943143e6c40db1df327e813c8da28b5adb72cd380eea890416

Observation 42f44e54-c49a-4817-a658-75f44c47bdd1 · outbound

This paper cites ICML , year=.

Contextual Information Policy Optimization for Search Agents ICML , year=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.988743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.132543Z digest=sha256:81c2cfd506ce1bad8a65768088548fe08b6c3a1d0428911356ff461e36d692c3

Observation 1b3ce596-0a59-46e1-903b-4b0ea92d78b6 · outbound

This paper cites ICLR , year=.

Contextual Information Policy Optimization for Search Agents ICLR , year=

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.968680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.138065Z digest=sha256:05d892887a904c6b089903bad21fa80671ff95fa1838d424079a69ca0bb95dd3

Observation 25396b68-018e-4af1-852a-3f20cfd1cbe8 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Contextual Information Policy Optimization for Search Agents Proximal Policy Optimization Algorithms

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.146183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.146183Z digest=sha256:120350d184e05fe578b2c78eed9683f036b95b6c2c2817c5250920d18a5c0c56

Observation c7f9b9c7-9bf0-4596-bb06-cd04f5ba063a · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Contextual Information Policy Optimization for Search Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.153254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.153254Z digest=sha256:bb5a5c2cc8b713ed91c490851696ec472a30bd4cd300f36463aaf49561011682

Observation b34e58b8-7149-4467-9d02-84bb2b4d15f7 · outbound

This paper cites NeurIPS , year=.

Contextual Information Policy Optimization for Search Agents NeurIPS , year=

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.160142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.160142Z digest=sha256:12629504b978b98cf48651b48d1e2cad11e71becfc25c59195878250944d8d82

Observation 39284ffd-c116-4e09-bbef-e63a540eb20f · outbound

This paper cites EMNLP , year=.

Contextual Information Policy Optimization for Search Agents EMNLP , year=

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.923426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.166408Z digest=sha256:e0a0513bdea9e867268e64f198662a910021d73d89a9af78ed512d896448ffeb

Observation 70d2849e-2ea2-4c51-80d0-6973d5f04dab · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Contextual Information Policy Optimization for Search Agents R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.174154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.174154Z digest=sha256:f63a6dfea4c177aa8e884a0868b25fdf5addb9c13f25e6ecc0184ba175fe732d

Observation 298aafa6-7fdd-4d78-bddf-6f5d8bf0033d · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.898334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.182325Z digest=sha256:a6fa5bc044f03074f7bcb6627a797207ee1dfadc005aeef9595fa12165565cc5

Observation 519d47d2-f5d1-4726-8fde-6a8ca01c5aac · outbound

This paper cites StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization.

Contextual Information Policy Optimization for Search Agents StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.188915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.188915Z digest=sha256:12197833acc67019bbb09415e4d025eab3d016f3935630bdb3fe17ca6d1254aa

Observation 82c8cf86-3c78-4251-a9a8-153fa1d919a1 · outbound

This paper cites outcome reward: Which is better for agentic rag reinforcement learning , author=.

Contextual Information Policy Optimization for Search Agents outcome reward: Which is better for agentic rag reinforcement learning , author=

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.872413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.198106Z digest=sha256:55b6a4b586215dc87e06b20ce4427ac0461a726a0ab568f59bac393985767fb8

Observation 11855394-fdb4-44c2-ab85-2754a1623c09 · outbound

This paper cites NeurIPS , year=.

Contextual Information Policy Optimization for Search Agents NeurIPS , year=

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.852889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.205170Z digest=sha256:0cc439437818b610aa5a37044656674316d54c9562ccd3c091fd1ec6dd51823c

Observation e1bcda07-faaa-4061-b29a-6f1324ac66fd · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.212149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.212149Z digest=sha256:140fb5a0e78d04231b28090863119647fa7cb94a4353e0aba181add75f21a87c

Observation bbfd8626-8e17-41d2-8f51-d4174ab771bf · outbound

This paper cites an unresolved cited work.

Contextual Information Policy Optimization for Search Agents Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.218813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.218813Z digest=sha256:24eeea0826a13a080cc07478a90708d169748b36109c498bbfd7aa9253d30f83

Observation b5a37d80-5084-4717-b64d-2ed9f466ed88 · outbound

This paper cites arXiv e-prints , pages=.

Contextual Information Policy Optimization for Search Agents arXiv e-prints , pages=

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.224784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.224784Z digest=sha256:912169a8c0a467b765aad51f8d7dde8b2521a5148c3ba49488d943836578d53b

Observation ac1c3506-f4dd-4e07-bb47-2b2baff60e5b · outbound

This paper cites Group Sequence Policy Optimization.

Contextual Information Policy Optimization for Search Agents Group Sequence Policy Optimization

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.231277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.231277Z digest=sha256:dd15e79baaff5e67c442746d35cbc9fe6131d6bffec439d54a8eb17232af9edc

Observation 0f06de14-5118-4a02-9cd5-d74316151fee · outbound

This paper cites Transactions of the Association for Computational Linguistics , year=.

Contextual Information Policy Optimization for Search Agents Transactions of the Association for Computational Linguistics , year=

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.237159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.237159Z digest=sha256:12747fb2f576278d3d50467d0ae6cf5977a0d1ca543ba7c1eac84124fed1dfbf

Observation f37707fd-01bc-43d3-b528-685fc9b86e0f · outbound

This paper cites Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.242239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.242239Z digest=sha256:5a1a9142b10da7544056a19a44d7b2d167a7e9e975255b52364fe616e729220a

Observation f2824393-9d17-4c8e-9ddf-25211e40bcaa · outbound

This paper cites Proceedings of the 2018 conference on empirical methods in natural language processing , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 2018 conference on empirical methods in natural language processing , pages=

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.248378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.248378Z digest=sha256:917e3d327ca10f3afa388e0fae7fcf4952c1a9f02a4abe265fb37d9b4f9179eb

Observation a39548d9-006a-465c-a59a-351d1f0b0965 · outbound

This paper cites Proceedings of the 28th International Conference on Computational Linguistics , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 28th International Conference on Computational Linguistics , pages=

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.256623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.256623Z digest=sha256:74e9b77b6b57c57f2b273413c5505c265cc5c8d7491bf956999b907ab50dcc94

Observation 1f7bf3ba-6664-4953-b257-aaf7aeb8bb3a · outbound

This paper cites Transactions of the Association for Computational Linguistics , volume=.

Contextual Information Policy Optimization for Search Agents Transactions of the Association for Computational Linguistics , volume=

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.264750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.264750Z digest=sha256:74e7715962947e56c2bb210ac246c08775b9dbd6d0a3f497f48c1614101e4a50

Observation a15f9358-2c01-48f8-aa94-9e68b52f34e6 · outbound

This paper cites Findings of the Association for Computational Linguistics: EMNLP 2023 , pages=.

Contextual Information Policy Optimization for Search Agents Findings of the Association for Computational Linguistics: EMNLP 2023 , pages=

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.270492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.270492Z digest=sha256:bd9f9c6349360d247dc6677b48f6bb8442448418184a82260a93b872ed6f5502

Observation 145ebe73-357d-433e-8676-06b07553b820 · outbound

This paper cites ACL , year=.

Contextual Information Policy Optimization for Search Agents ACL , year=

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.663487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.277130Z digest=sha256:8b51eaeb44b7ce083805f385153722110932adcce07c5b1849170b3a91196a8a

Observation 635d7a68-34ea-4e2a-9b89-4b429ee209fa · outbound

This paper cites Qwen2.5 Technical Report.

Contextual Information Policy Optimization for Search Agents Qwen2.5 Technical Report

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.288370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.288370Z digest=sha256:03489edb793eec05f2ac4ed845e3ab322e06893959fb8912a101f89789d7f1dd

Observation fcc4964e-9c2e-4a60-b55a-5809acd42eaf · outbound

This paper cites Proceedings of the Twentieth European Conference on Computer Systems , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the Twentieth European Conference on Computer Systems , pages=

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.293939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.293939Z digest=sha256:1ab1bb9cb37200c8251725c7ba198d54f565f72cc6368ee7071f903fe3384d2a

Observation 748ee79e-ef5f-4349-b451-0d5a72b019a4 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Contextual Information Policy Optimization for Search Agents Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.301451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.301451Z digest=sha256:39025170a3f62572ff0bdb85b556281d68e9491ca449f543801e97ab5b89b61b

Observation 47c7c510-2fb5-42f0-b09a-30ecf630d7ad · outbound

This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.307712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.307712Z digest=sha256:c383b303c4a14f98d79b76ae0cce24d85465d1be9be6b24d1b5600d06edabf54

Observation 2078286c-7cef-4549-8ce2-7b1b0dffdb42 · outbound

This paper cites arXiv preprint arXiv:2509.00877 , year=.

Contextual Information Policy Optimization for Search Agents arXiv preprint arXiv:2509.00877 , year=

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.319453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.319453Z digest=sha256:6c92923ce97061406c47265cdb9aab3d8c122b8a762300efc47b9d21081ebb55

Observation 5a87fbee-fa35-4a8d-a06f-2089a46af434 · outbound

This paper cites arXiv preprint arXiv:2411.00744 , year=.

Contextual Information Policy Optimization for Search Agents arXiv preprint arXiv:2411.00744 , year=

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.325341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.325341Z digest=sha256:c9dd5bbca61de2f221db36f3d2e053a8d63ec490193f11d9dbe2533281d6a4ae

Observation 668a14fe-e0cd-440c-8854-cb92036753e2 · outbound

This paper cites DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning.

Contextual Information Policy Optimization for Search Agents DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.330205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.330205Z digest=sha256:6844600de0077ba3469bfb1457946f9df10691eea932bfe55aa1207a7d58066d

Observation a2f292bc-49d3-4f2b-b806-50f56c8e62b3 · outbound

This paper cites Advances in Neural Information Processing Systems , year=.

Contextual Information Policy Optimization for Search Agents Advances in Neural Information Processing Systems , year=

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.601831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.340480Z digest=sha256:9c895792b41a32b4124550835373f07b85cb846151274578da360feee16b8bfa

Observation cea34589-0a3b-4e8c-949b-d5fc167e6804 · outbound

This paper cites R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning.

Contextual Information Policy Optimization for Search Agents R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.345504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.345504Z digest=sha256:b853b6624cfc47faa2d85ac3769c13fa3743f87d469c939acfdb051e1d5a95d9

Observation abbd6792-6233-4516-b7fa-ed383b033d50 · outbound

This paper cites International Conference on Learning Representations , volume=.

Contextual Information Policy Optimization for Search Agents International Conference on Learning Representations , volume=

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.576384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.352282Z digest=sha256:cbfc4620e529c8f44fad8c7e755f28c4123a18bdef3ec54c87c7c09ed178dc61

Observation ffc6c40f-2636-40c7-a5d1-2b2f38aca1c8 · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

Contextual Information Policy Optimization for Search Agents ToRL: Scaling Tool-Integrated RL

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.357730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.357730Z digest=sha256:ff91e4447490bcebd88584aa61f53a510fb394df50cab0140794aa18781bd53c

Observation b152d4c4-2d8b-4854-9b2c-aa3b45700807 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , year=.

Contextual Information Policy Optimization for Search Agents Proceedings of the AAAI Conference on Artificial Intelligence , year=

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.550389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.363448Z digest=sha256:d042f41d0d4a9d4f17b81c9d5f37cfb97bc463bc14a471aa33001d70f9827b3e

Observation 704ed2fd-5a76-4c07-a4d7-77e5b84677f0 · outbound

This paper cites Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward.

Contextual Information Policy Optimization for Search Agents Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.377831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.377831Z digest=sha256:05cf9a767082cbc72f6f51cbd46849ed40ef0e4f38d493db98e50fca44a092e0

Observation b8ec9c64-bf7a-4275-ad5c-a0c2ffb89b56 · outbound

This paper cites From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents.

Contextual Information Policy Optimization for Search Agents From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.384500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.384500Z digest=sha256:d324851fc2ff111c4908619c1d4729ac00ba86ee5f566d5882c39cc2f577ba84

Observation 9dbf1e1b-3019-495d-ae14-16f3d4e05d37 · outbound

This paper cites Deep Research Agents: A Systematic Examination And Roadmap.

Contextual Information Policy Optimization for Search Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.391345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.391345Z digest=sha256:c8a416f35af05a34bf438a0a4878a033f86c27fda5145aefa8c9ff191024e576

Observation e1797f62-6881-4438-85bb-cd6b851393fb · outbound

This paper cites Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.

Contextual Information Policy Optimization for Search Agents Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.397807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.397807Z digest=sha256:cd4ddb3f8fb37bfef28d3b55e5cbeb4c33a02a62573f340be14a3abf534e7291

Observation 072a3b1d-e595-48d7-920d-1cfc1514d2a7 · outbound

This paper cites Frontiers of Computer Science , volume=.

Contextual Information Policy Optimization for Search Agents Frontiers of Computer Science , volume=

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.406386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.406386Z digest=sha256:3e936423a58ed69a5ab9bc189e0d22b21d60b67a22c619f0c71c087fad27cf21

Observation fac7e6b9-546d-4bdc-9207-99995e6d6fd8 · outbound

This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: System Demonstrations , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: System Demonstrations , pages=

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:27:45.472997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.420649Z digest=sha256:5850d667890c593a1001022b133f553f61731d3491664bb96b1af79e76297e35

Observation 1dbc1b16-1eec-45ae-aef1-fd7b610b0749 · outbound

This paper cites Nature , volume=.

Contextual Information Policy Optimization for Search Agents Nature , volume=

Reference 95

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unresolved
no resolver link, observed 2026-08-07T14:27:44.427284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.427284Z digest=sha256:ebd07598387a69f700d80e7007eb4db45bba2e4dea298862d61adfbcb4331204

Observation 9527ae85-33fa-47db-b271-315ec37014aa · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Contextual Information Policy Optimization for Search Agents Advances in Neural Information Processing Systems , volume=

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.435176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.435176Z digest=sha256:fc7a52996e2af273ca686509a82eaf5f73d2f2697e4c25942e0e0ccb2d4b1acc

Observation 957d2cbc-47ba-461b-9a3a-e5332a8d7438 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Contextual Information Policy Optimization for Search Agents Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:44.442543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.442543Z digest=sha256:b1fab9d708dc8fded3b74515c5644aafedfce4bbed2d237a93c541109be3b912

Observation b34a292e-933b-4b14-9226-fbc59a6048c7 · outbound

This paper cites The Landscape of Agentic Reinforcement Learning for LLMs: A Survey.

Contextual Information Policy Optimization for Search Agents The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Reference 98

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unresolved
no resolver link, observed 2026-08-07T14:27:44.448592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.448592Z digest=sha256:fb86319c61af3aeb9fdeac4e145ce6735b7e5a28972aa649b001d97005eb733f

Observation 96083a5f-ceb9-4d8c-9a59-0067f3e2fefa · outbound

This paper cites Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning.

Contextual Information Policy Optimization for Search Agents Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 99

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unresolved
no resolver link, observed 2026-08-07T14:27:44.454311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:44.454311Z digest=sha256:ab96e99090678e547c9bd92e08cc9ac4d7208cc437125e91bae2a9204f52694b

Pith citing papers

No inbound Pith citation observations are available.