Paper Citation Record · LEDGER

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs

As of 15 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 1 inbound Pith citation observation for arXiv:2412.07618.

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

pith.paper-citation-record.v1
2412.07618 v2

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:44:09.007260Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T09:09:50.514996Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T09:12:14.776688Z

Reference resolution

62 of 62 outbound references displayed

verified exact1
verified fuzzy9
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9370fc6e-4023-4799-beaf-be6277d0ba1a · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.786010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62edf2fe-a1e2-43ee-8f7a-6d09e341e885 · outbound

This paper cites write newline.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.790467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31af6474-e3b7-4715-9771-7d69c82b1a53 · outbound

This paper cites Define Selector Module for Routing --- Llama Index Documentation.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Define Selector Module for Routing --- Llama Index Documentation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.695717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f5d5a322-402c-4f5b-afc9-7afb184e032c · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.684665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4d77e05e-11e2-4b61-930b-d3b4dab34750 · outbound

This paper cites Y.; Ayd n, \"O .; and Karaarslan, E.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Y.; Ayd n, \"O .; and Karaarslan, E

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.674208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 281d65d6-02bd-4638-868c-3d2255796997 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.662453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e505ef9e-0627-48f6-a192-4db8262a6bc2 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.808486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6804bd6c-c68d-4c86-b93b-d595cf8eb942 · outbound

This paper cites Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.811957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff3e579-4ae4-4739-9f34-db84f89de6a3 · outbound

This paper cites A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.816177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d58b12-bf7f-429e-8611-fb1102aa4cae · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.645533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 81a662a2-214b-4913-a0df-263e2cc29ada · outbound

This paper cites D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.823510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 507ec9e2-faa8-464e-8c2e-36c2ddbdda16 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.827413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc3316d5-49f6-41e3-ad62-99d85677cf69 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.622174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1ba96079-cecc-463c-b508-f3c447f2d2f3 · outbound

This paper cites ???? Training for Stable Explanation for Free.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs ???? Training for Stable Explanation for Free

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.610927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6cc1ef5-74ff-4cec-9cfb-51ba5cc79a13 · outbound

This paper cites W.; Sutton, C.; Gehrmann, S.; et al.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs W.; Sutton, C.; Gehrmann, S.; et al

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.838258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 196123ec-fe61-4638-b492-012ab5237c73 · outbound

This paper cites Deep Contextual Multi-armed Bandits.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Deep Contextual Multi-armed Bandits

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:44:09.307142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4731435c-7e31-4f82-b259-533f3905b036 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.845327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e296c9c-f908-44af-b65f-129ef5a98c5a · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.592668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 61006443-28b9-47f6-aa0f-d826164a39b0 · outbound

This paper cites GLM: General Language Model Pretraining with Autoregressive Blank Infilling.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs GLM: General Language Model Pretraining with Autoregressive Blank Infilling

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.851997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afaa0c66-c974-4670-afae-eaacbfe99045 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.580343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04dcaf93-fcdb-4144-86b0-092a4ca491d7 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.569116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3c205275-5cf3-48f9-8755-0f0520685b53 · outbound

This paper cites S.; and Chang, Y.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs S.; and Chang, Y

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.557941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 504dcfc4-9ea4-43ac-85fb-4f753dfa75b7 · outbound

This paper cites G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.865997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60c4f1cd-9133-440e-b082-ebc2edce0099 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.546943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 66a6536d-e373-4390-8eb9-5de83540ed28 · outbound

This paper cites J.; Madotto, A.; and Fung, P.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs J.; Madotto, A.; and Fung, P

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.873270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6711424-be6b-45e4-bdfe-c4244daecf28 · outbound

This paper cites Mistral 7B.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Mistral 7B

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.876663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72b63651-3cbd-46c0-9bc3-d34c192cbc42 · outbound

This paper cites StructGPT: A General Framework for Large Language Model to Reason over Structured Data.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs StructGPT: A General Framework for Large Language Model to Reason over Structured Data

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.880028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82af3e1d-e175-483d-8c0c-9f3d49a5827e · outbound

This paper cites S.; Wu, L.; Edunov, S.; Chen, D.; and Yih, W.-t.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs S.; Wu, L.; Edunov, S.; Chen, D.; and Yih, W.-t

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.529965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 74a73380-c151-4135-9534-20e011bfdb33 · outbound

This paper cites N.; and Veinott Jr, A.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs N.; and Veinott Jr, A

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.519391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f5a74139-b673-4f1f-9c82-19983a30d66f · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.509344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cb0dbfa2-9ffc-4a85-97fe-3a9bbb45d723 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.498606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9a94e20d-cfe6-48b8-a029-1f56c289ac5e · outbound

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

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs u ttler, H.; Lewis, M.; Yih, W.-t.; Rockt \

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.896931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88f6d6a-4e9a-4189-ae1f-92dda477565a · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.481271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d4daeb2e-8f68-4586-acf8-419b3cab5f89 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.470628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 37366353-e092-4f51-ac39-2860a1e1cb6e · outbound

This paper cites ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.907433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3909a09-d545-49ce-bcac-afae64cde6c4 · outbound

This paper cites ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.913084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2ef0dc-ea7c-47d7-9f1f-e227cd3833e7 · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.916727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db83e8c-e1aa-478c-8fd6-fccedac55b68 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.459988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c8c1a471-29e2-472a-ad60-48a9ee36f569 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.448618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dd0ae7e5-e556-41de-a66f-c9e18111b686 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.438085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 96a8ed9f-6ec7-4d20-8726-cf995e08cb39 · outbound

This paper cites GPT-4 Technical Report.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs GPT-4 Technical Report

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.931092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46a957b9-d685-4df6-b955-0dc90d8fd2ac · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.934945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 204a0f0e-99fa-41e2-a523-c0ccfc7c931a · outbound

This paper cites KILT: a Benchmark for Knowledge Intensive Language Tasks.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs KILT: a Benchmark for Knowledge Intensive Language Tasks

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.938441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba13f30-a534-4d94-883f-d0a7a4bb14c8 · outbound

This paper cites K.; Griffin, D.; Le, F.; and Rio, M.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs K.; Griffin, D.; Le, F.; and Rio, M

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.421793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 24ec9745-ff06-4bfd-ad9d-b625681d468c · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.945814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54164c75-768a-432f-8b65-192a0c60d205 · outbound

This paper cites Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.949685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b13805e-fea7-4284-b343-695fa8d951a6 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.411997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b92bd81f-cdc8-4038-9033-9ef044677985 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.401399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3d9e4ead-f681-4bc0-a5c5-f824935eba97 · outbound

This paper cites Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.960409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e42cd1da-8e06-4808-a07a-4cfeb6cf959f · outbound

This paper cites Linear Attention Sequence Parallelism.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Linear Attention Sequence Parallelism

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.964082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de45423c-5efe-4f31-b71a-7814e05c91d8 · outbound

This paper cites CO2: Efficient Distributed Training with Full Communication-Computation Overlap.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs CO2: Efficient Distributed Training with Full Communication-Computation Overlap

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.967933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0011a65-2724-4f3b-ae17-e4aa0d6dd6d1 · outbound

This paper cites The Web as a Knowledge-base for Answering Complex Questions.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs The Web as a Knowledge-base for Answering Complex Questions

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.971865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9313309b-e263-4ada-98cb-8453ad9c24e2 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.390820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c397efbb-f6ac-4fe0-a04f-d5ce9399361a · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.979110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c9e486-ea5c-4df6-a854-6fb591c7ac5b · outbound

This paper cites T.; Liu, Y.; Williams, J.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs T.; Liu, Y.; Williams, J

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.379535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1ea5a749-57be-43b5-b89d-d62c4abf7ac9 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.369084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c232ac69-0aa3-416b-ace0-6130dd6f5943 · outbound

This paper cites H.; Shi, P.; Zhong, R.; Scholak, T.; Yasunaga, M.; Wu, C.-S.; Zhong, M.; Yin, P.; Wang, S.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs H.; Shi, P.; Zhong, R.; Scholak, T.; Yasunaga, M.; Wu, C.-S.; Zhong, M.; Yin, P.; Wang, S

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:44:09.359061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6fb0bcc1-3c3c-4f56-a4fe-1397c13be9ad · outbound

This paper cites Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:08.993023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f1e2223-f542-41b4-a8d4-495355cb905b · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.348196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6896938a-1efe-40a1-8c42-75dbceed1c03 · outbound

This paper cites DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:09.000260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc7942e6-1abe-4f65-b47b-7dbb3ad81456 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T18:44:09.003846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e8a0cb7-1358-4f7a-ae82-e0b961d92ab3 · outbound

This paper cites an unresolved cited work.

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:44:09.337451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 43244fe9-d5b6-462b-a617-36140b2169bc · inbound

LTRR: Learning To Rank Retrievers for LLMs cites this paper.

LTRR: Learning To Rank Retrievers for LLMs Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:12:14.779848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.