Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T19:05:58.638818Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2605.15721.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T19:05:58.638818Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
72 of 72 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 51512cef-01bd-44d0-94ad-ff50307e1f61 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6293d4b9-fb7a-4186-9f7d-5e5ba5790128 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering PromptWizard: Task-Aware Prompt Optimization Framework
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 60bc2991-d292-4943-bf0e-5fb155db519b · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bf30d308-34cb-4301-a737-ef98d644143f · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 25ffd698-e769-421a-ac76-f9df1eb407be · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c070977d-b747-4a59-b8ff-6e23d64b8e9f · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation be556092-98c7-4188-bcfb-2b7c46ea335e · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6a29473b-1da6-4716-9e0e-13fceba77975 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8023df41-867b-4f62-bee2-c9184441a7ff · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0faadba6-3231-4ebb-85ef-ffee1846f1c2 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f3394b63-0185-4bab-80e1-7ee73f6924bf · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0d1a18ba-95e6-465a-a19f-4bf131c8bc3f · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering InFindings of the Association for Computational Linguistics: EMNLP 2020
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e095fdd6-5913-40e6-84db-59edff1a4959 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c3ec38fc-1c30-4817-b58a-d664eab5f497 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2ee556cc-2966-4c21-965c-e4708eab3cc0 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e784f199-5ac3-4869-99ef-a7eec9c0b754 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 23f346ee-a355-4099-90ab-08e20c233821 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Llms are in-context bandit reinforcement learners.arXiv preprint arXiv:2410.05362
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6d71f5fd-db44-4003-9c5e-e8d1c7abfcd6 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GPT-4o System Card
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 428c4ac4-ad61-4d55-9849-92f41be5c158 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79ce248a-d642-4065-8882-cfa37fe3e456 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e6febf2c-b947-4ade-ae17-93b1cfdbf849 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a84834f3-91bf-44fd-84de-269e1c1ea633 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ebfc30ad-c9ae-47d8-905e-041cef91567a · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b24ba181-bee1-4e8d-a51c-10dc5aa45ebd · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering BPR: Bayesian Personalized Ranking from Implicit Feedback
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cb02b00f-60bc-42f5-9194-7e86318bf190 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2ab22635-215d-41c4-b428-52388e3c6ff4 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 200167e7-0064-4943-a7c1-c48cf3862bb0 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 28bf096e-185a-4655-a333-857c1edb6149 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b7d66200-c35a-4966-bb52-2d38c2ce5fa4 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering 2025.OpenEvolve: an open-source evolutionary coding agent
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 02bed722-c118-48f2-ad61-5c2fd5eee2fe · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d32dccf-089c-4a5e-99a3-d37b8895bf85 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5853d6c3-a8ef-4106-ae2f-fdb47adb2be1 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 51f59605-25e9-4906-b0eb-b47c059b7b78 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f2774556-8992-4749-ad2f-a0d877a89cf9 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1343aa47-4554-46c1-b439-8772f1a5bb03 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Large Language Models as Optimizers
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e22f5a2c-d7de-4e7e-952f-815b9f9ae062 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 16fc5464-41cb-4861-8c5b-32561d53f88a · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering TextGrad: Automatic "Differentiation" via Text
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d37317e1-bb2b-4037-80c2-053b6d10733f · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Inductive Matrix Completion Based on Graph Neural Networks
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4dc13e95-b396-4ca7-86c9-035e33caddb3 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering A Survey of Large Language Models
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0e6bf8f8-47e8-4eaa-8d06-4fe47cfe3514 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22b70837-2cd6-486d-ab69-6023ef27f99e · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Large Language Models Are Human-Level Prompt Engineers
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5e4aae73-6e9b-41e6-a090-b56e6ca6b8a9 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 694563c0-2990-42bd-a3b2-24d1ed3bd01a · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering blind spots
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 734c60e9-d9c0-4549-add6-878d4174d73d · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering " summary
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1582ad58-6ed5-49a6-8153-a3b3c5d5b00d · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Strange Case Of ...\
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7db2d484-b84c-4c87-8e34-2211bfff34a7 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Calling All Dawns \
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 365537a6-47ff-4858-88da-f7dcadd980c7 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ca4e188c-9150-4dda-a7f4-9c87f48eacae · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 03cd2031-cfba-42ca-82d6-d103e9b925d2 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f123005a-ba38-41d1-9581-5872ba1144ca · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering None of the above i n d i v i d u a l s were a s s o c i a t e d with Wonder Girls , a South Korean girl group formed in 2007 by JYP E n t e r t a i n m e n t
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1f3a068b-240a-48b0-8b0f-c03fc40bfea3 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering 30 " summary
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0b6332b2-e3c7-4913-8c2f-f26c28285883 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Strange Case Of ...\
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a19c208a-3789-411d-95b4-625735e4f763 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Calling All Dawns \
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 10496240-5d8f-4b33-80dd-78a6c0ee097c · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering C o n t r a d i c t i o n s Collapse \
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b870d37-b635-4300-8282-21eaa4b05b98 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Voice of the Civil Rights Movement \
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b3f631ed-66d2-403b-804d-dd422ddfbb82 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering C o n t r a d i c t i o n s Collapse \
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 63709c27-3a94-4d81-944e-b3a371b970e4 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The ‘ search_query ‘ should target r e t r i e v i n g the missing i n f o r m a t i o n rather than r e i t e r a t i n g what is already in the ‘ context ‘
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aac95215-3058-4d99-aa99-98a50150695b · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6b13cbd2-60a3-4653-a089-8b48a99c49c0 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The query should remain neutral and factual , aimed solely at finding the missing pieces of i n f o r m a t i o n
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 480fd2c5-3691-4971-9638-b50098568404 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aba55d5c-4bba-427b-8021-8055f1718086 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The ‘ search_query ‘ should focus e x c l u s i v e l y on u n r e s o l v e d aspects of the question
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 53074e27-5313-4dd4-b2ab-3e76237e0dcf · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Mel Groomes ’ alma mater \
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8a9b19bf-a500-4469-8e88-0bb05873d35a · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Voice of the Civil Rights Movement \
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 91b02db4-10c4-47d8-bdab-a0c73fe0c6ed · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Pay p a r t i c u l a r a tt en ti on to numeric data , dates , proper nouns , entity names , and other key details
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 654b786b-9564-45db-92cc-5c42d4554116 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering If the context does not directly provide the n ece ss ar y information , e x p l i c i t l y state what is missing and provide an a p p r o p r i a t e fallback response ( e
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ded8a1bc-6374-49dd-a52c-6902729d66a9 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Clearly outline how each piece of i n f o r m a t i o n from the context c o n t r i b u t e s to deriving the answer
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 87863013-5c91-4107-8909-285599026aa1 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Pay close at te nt io n to details such as specific dates , numeric constraints , entity relationships , and other query - specific nuances
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fd86bad6-c6e7-4f0d-a434-bd97ef6e93f3 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering For example : - For date - related queries , cross - check all dates in the context to ensure accuracy
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 05fe01de-1b22-4430-86a7-2f71e8022a57 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Avoid guessing or i n t r o d u c i n g u n s u p p o r t e d i n f o r m a t i o n
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 77594bd9-c997-4b81-8bbc-b8de657d8995 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering For yes / no questions , use l ow er ca se ( ’ yes ’ , ’no ’)
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d265f99-195f-4de9-b2f1-af7a6361ef52 · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering " fields
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 315695a0-b425-4afe-a7f0-3f94db6a9b3b · outbound
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.