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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 2026-08-07T06:34:17.273281+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=sha256:3318b23db4a6f5d91bd16ba20935eb3132999d3a513d6c7f95840a0c649c3c0d

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=sha256:6705281f8169dc4a42387e97d71a76617e56076596fd1eca3374c6fc26977061

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:40.906472Z digest=sha256:7c2ed7534aa960f55af87bb150a230c0889accc078dd89034f014f7a0216be41

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.045064Z digest=sha256:bb6ce10faccf4060f44002fd616ba238cff3b6019190f9e9dc00154b7a376cf5

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.249491Z digest=sha256:809198f0e43d840b31c5b1d433021782d0e4f95db1a871e12c59796d313d9ebf

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=sha256:706202606863c28674fcadfaf66f4dd77fa9ce30997059498e807281ddf37802

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.367748Z digest=sha256:4ecccad6e561326e8b988b26ac1fcdbcdedafb148e53e0d3051a54a6a47d8a1c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.536212Z digest=sha256:d94c3e1bb12c59a3a9d97f1ed953f8e6c8dc9839f3f38cee8d53a1f63533f7e3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:41.851945Z digest=sha256:04c780a36d2b5b38e4faef529864d5e23ad7f4d3c3d6c72cfa335474d566a5cd

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.015122Z digest=sha256:a2b6a357abe1ab01d5af5434176825c0013d179271c7c70dd47ac1c93d650769

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.077174Z digest=sha256:48ee0140454db3d4afca9c95a6e6e5a1c83a2b5fa950fa46dba1176c9d264914

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.297039Z digest=sha256:b33f00bd18461da7248383db17eabd28377456bb7aa9d370d85ba1f9033f99f4

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.385091Z digest=sha256:47df2bf1cd9f9595462048d21fd6c17bf58bfa1c863f16c58a95033c1277ed5e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.431065Z digest=sha256:9ee4179b78ef0e0897abd9470c668b790931f1b397c2636f10f2d8908c4d9bde

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.500510Z digest=sha256:d9eb75302eb22759e0f69d27d78bef8b0abd250917b082c157cebfb7563fcec4

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:42.606426Z digest=sha256:e773715799c13ac81216c2a10737f32697f6f9ca091fd1f1267c5ef97c7fb013

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:b1fa546c73984a613463e095aafc1832ae3424e4c5076477cc0df5c805ec81d2

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:b72063dcc385797c6f79cb4dcda8409ec491a4feecbb75fdd78f357236be7f2e

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=sha256:5787dd80548baaabfb7430178a823fe3f20f62980d868faac2504a0c5277aa56

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.271875Z digest=sha256:dd37c8be854d06087805bffaee0b87d88f833705ddd2ad45d0b1d79c35954500

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.400513Z digest=sha256:f5b81af8bd9db6a7b925d9a00c804b7280340e47d711e8140db08d8d8130f9a3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.506244Z digest=sha256:613355fb001ef042687efa85e29e38aa4937584a539d7896832ec14b8be01dd5

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:43.902814Z digest=sha256:1a3d94cd44cd9f47cbee7a8b98a84bf337ccd57e53566a5b9c8031e0c69614d2

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.002289Z digest=sha256:ea7bac89f6f8507170bc750039bec9c44439af9f201d1e77f1583f0c57f367ac

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.018274Z digest=sha256:831b9031653190f5474e0b16b3c0e0ea53bdb8bc2ad50c2e84f159f0a8e876c0

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=sha256:19a2b36505cafd57b6b90acdaba6836fa96e7bb80a17df1caf47b418bfb713f7

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.046443Z digest=sha256:94cebe51439181074c661af7af749b03ec66200b4a2e8799686752c76de595a5

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.056541Z digest=sha256:11db1d7ad54a58ae71d463299c87b19f14b15637cb464a1fd86d6b950aee32db

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.061879Z digest=sha256:2cbcdfbce5aa506eb6feb656568fcfdcf5b3b718db013ffdd1acbf0f3f01fd21

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=sha256:5507f5d077302f2bb9b19e9bc4d0a151597cd9941f57e8a3980997bc47375130

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:e258e317d3a9d558a62916891524a0a77c94b731c319863d680dfa8b49ad7f04

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.087548Z digest=sha256:3b8ed29c0b0d04165bdf70295b2c640f317c8bf9bb966a713c0b0278f1cfef22

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.094591Z digest=sha256:13fc0940d131deb4402169ec82a8a6ba0c6d9177ce7d903e6889f7d62df3ed55

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:e49659b56c597a80e76ff648e1796c78b2aea840c27e69890885da0da29d4fb1

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=sha256:81052eda8526108707d1f2fe859047b6f8ffaf58fd46d5c8eae030c43236c200

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=sha256:0efa8139447aa4d0fc4ce3f60538a0bd148cf60aaac9dc123134afd0d7ca9f37

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=sha256:911494db41b76edf36ebb2cf010938c833937afe25e0b478e534e28085948c43

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.132543Z digest=sha256:fcd009deba49627f47bf35d14975cb1ae0aa13b163a51dcf07aad334ba1a6e66

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.138065Z digest=sha256:9daef4eacda153dbae4ceec35f794b2b1d6f6951007cc6d3d5f919041d2ff691

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:c915951812c401f100c6018b6c9673dc0273517e93da60dc92ff7cd8272b9607

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:a86b4b7f4e4d7de45891a8bb8cd184efb828fe9b2bdd5de8590d400fba67b9d7

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=sha256:09c74e6f4ef623d6a3453878ce5606465eadb011f5f22017a2c939912a6764cc

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.166408Z digest=sha256:2f5afd1b9aca453e169800608b301f88af3fb362ea0d55402f31b4bba7ac6539

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:f857e19d665fb4b3870df48ea9bb04b4c6dac85147d7033a02ea3a8fab8ba1a9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.182325Z digest=sha256:80af7f42a19b4006bf66a7853a11e096a13548b4cf454174f45f95ef63adaa7f

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=sha256:1e5747ad197dbffde812292d2bad46675853b8dac8db9dbf2663911c951654c4

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.198106Z digest=sha256:b1de798a6c126b6bd816124e85c70a5934641c9614792a53de6215d44d79b747

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.205170Z digest=sha256:2b23d8893114079213ebe9b23e0065eab839026bce6997a76197ecad87bf71ab

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=sha256:0e51df4935df27836df5cfe8ea2c3fa38264d2aa5a291b752717cc5ef9382577

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:ce49f33bc1c32c6eb2ca9e811858801a62a2e1d55fad56b78c9b81f4c4135a7d

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:e31e050d98c861d6e3bc120f9b9140d1fbc58dd0eadc3121fb4d48afebd1a767

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=sha256:2a3e266e1d3d9eb12e8ef4fb9dd368099c6729421bcb4465ddf38739b2134536

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:cdf0d2cb00a7b7c0a26becca78bda29eb1fbf5b2551c734a3e99bf2b3f9d8f51

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:e7df0eb198143e80ae90699eda1df1decc7293ed98d014198e9dd9b26389b85b

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=sha256:9e8141fc28737480962b1878e2ddc9c9940798769222cc701acd191fd1b26dac

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=sha256:0d331ab0c37de49b9014dfce83f5829b04fb58a39f90a496b885dc126fc1e09c

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:a19ace797ce3c4aa9a854dff2e3eea96c3b260b4e4570281a9cc731eda5632af

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:e46f40e161f80331cc48209b8da68ea8db13e335aff82d262c12c17bdb80db9b

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.277130Z digest=sha256:84ebd1773ae2a2de1600293bc9ca057d63d79e89578318589e3348632936698a

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:fabed2424ae6f9b44aa975bd04bfab08c1111aa3b58dc1bc444f1deaff754e2a

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:b3c98aa08f3a226f917a04ac0602bb0bed90d344c8fe9ced77efb5aead571a9c

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:db3ea85eb3c92b1b88be196b207e55a9dacc959d405d0638eb822bdb4cd3584c

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:b3bae88bcbc8137e17dcdd75969c5145a3f80302e4d3d0fe9cc27fec95dda9f1

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=sha256:1e700187e985819757bb315a53e80bad729a5cd287e2a7772beea30d55459da9

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=sha256:8d8f6d9494b2b41be9ffa5f4cd835b002a3056c3fea91124d6c02338e1d7d207

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=sha256:5876a4f2950c0eb5fe2cd52650f6543229552a00fb8048d1604cdbfafce458f7

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.340480Z digest=sha256:bcfccf2184a5ebc2a67f4d929f8a36620cf648f1debd4772ed46134c9352d700

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:eb0f99b53cc297dd9ae03d1bd16a4a407ef50d4d4edfba37e0ce64a79d1847c1

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.352282Z digest=sha256:fc8c4b08aed73060c16805979ca3f3b13146572a2aa030dc49fe293f40f10aa3

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=sha256:3370b73b46164e73f52810e0119833062794569815c5cfa9a29c8975004e4dbc

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.363448Z digest=sha256:8ae048dd2a1d4362f194ef7ab6397c59905cd1d4e86e5a6f97dd7755db775da8

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=sha256:6e4c39d37ac6557c5e753fe8a27bd411dd5535a351fd6ed17572a5173236b5ff

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=sha256:578bca4ddb3e00140ba5ea9245219eb5f0ace3346d4db6b4c020a48d2266bbad

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=sha256:87917efc8219e9749fef5b2cdcf001d5f2243d6a89295441c405d52fffaa0118

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:fa220ed24675d58947472210ad1273ea6d60fd90455c4b710ececd339ae91ed9

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:bf5c7d83f0e3c45e1e5aafda49e8200f69c82fc9cd22392436f7d1a14feef2ca

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T14:27:44.420649Z digest=sha256:ac372e3f78ba614c9befa21d1fe178f7d333203aa0fd385ceeca98e501eec5f4

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

This paper cites Nature , volume=.

Contextual Information Policy Optimization for Search Agents Nature , volume=

Reference 95

Resolution
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:dcce60cf993d492e989066929a230bb5486fca502d7fa58c90a34bd5f3c25113

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=sha256:3d00c39bd5eebf0994d6f1e7345801fca586eba2b400fb4873a850ad1db1e60c

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=sha256:3dc9b3f3c6bb6b3470ccbb419ea038c56c0f523e7bebd4884b3612dd42b98b33

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:b2c30a6cc15ae402368c20b4a6835c369364b4c7f8d2a0a28a4c61e32c5d3ac5

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

Resolution
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=sha256:9244f1c8fda73c9b57d6671c2d0e9128cc12bbb68ff41db99174876d00ab29a2

Pith citing papers

No inbound Pith citation observations are available.