Paper Citation Record · LEDGER

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts

As of 6 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2606.30518.

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

pith.paper-citation-record.v1
2606.30518 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T06:05:47.948367Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

41 of 41 outbound references displayed

verified exact17
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc4b9a20-24c8-4888-b3f4-a13ada00a816 · outbound

This paper cites On-policy distillation of language models: Learning from self-generated mistakes.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts On-policy distillation of language models: Learning from self-generated mistakes

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd78ed39-9c80-4d6c-b590-21f124385af9 · outbound

This paper cites SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.022728Z

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 e29bac27-babd-41bd-93e0-a25ab096f2aa · outbound

This paper cites Unifying group-relative and self-distillation policy optimization via sample routing.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Unifying group-relative and self-distillation policy optimization via sample routing

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:27.018017Z

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 6566ef28-fd44-488a-bdb7-b9b72c72d6ba · outbound

This paper cites TIP: Token Importance in On-Policy Distillation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts TIP: Token Importance in On-Policy Distillation

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.020367Z

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 1c5db9d9-dcf4-4d66-b3cb-1bafcad12cd5 · outbound

This paper cites Self-rag: Learning to retrieve, generate, and critique through self-reflection.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Self-rag: Learning to retrieve, generate, and critique through self-reflection

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86b936d6-2403-468b-80b7-1af6e46ff3d0 · outbound

This paper cites Parameters vs.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Parameters vs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f84e3a4-32c9-4e44-a8a9-43c39915a532 · outbound

This paper cites Dola: Decoding by contrasting layers improves factuality in large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Dola: Decoding by contrasting layers improves factuality in large language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a7b0f4-141a-4d0c-813b-30293b079a5c · outbound

This paper cites Retrieve only when it needs: Adap- tive retrieval augmentation for hallucination mitigation in large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Retrieve only when it needs: Adap- tive retrieval augmentation for hallucination mitigation in large language models

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:27.012217Z

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 23008632-853f-4c1b-8948-9ba7f64ad588 · outbound

This paper cites Enhancing noise robustness of retrieval-augmented language models via RAAT.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Enhancing noise robustness of retrieval-augmented language models via RAAT

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4163a970-f866-45f0-9b41-f41f73425b0e · outbound

This paper cites Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.021355Z

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 6753c0f4-5b0f-4414-957f-24e1aed8fdaf · outbound

This paper cites Minillm: Knowledge distillation of large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Minillm: Knowledge distillation of large language models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32121dfe-d6ed-4041-877e-3e91424a3538 · outbound

This paper cites Deepseek-r1 incentivizes reasoning in LLMs through reinforcement learning.Nature, 645(8081):633–638, sep 2025.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Deepseek-r1 incentivizes reasoning in LLMs through reinforcement learning.Nature, 645(8081):633–638, sep 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d28ad175-4c44-4eae-bb4f-beb723972efd · outbound

This paper cites REALM: Retrieval-augmented language model pre-training.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts REALM: Retrieval-augmented language model pre-training

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f06d4ff-fa3c-4db9-b553-aa7366f9ecab · outbound

This paper cites Retrieving, rethinking and revising: The chain-of-verification can improve retrieval augmented generation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Retrieving, rethinking and revising: The chain-of-verification can improve retrieval augmented generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30b04654-d2a2-4694-a228-822570be84e5 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Distilling the Knowledge in a Neural Network

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.001110Z

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 43152908-8e76-4545-ab73-5791fe05f387 · outbound

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

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.004151Z

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 39f146a7-525a-4202-b898-71608d9efdda · outbound

This paper cites Tug-of-war between knowledge: Exploring and resolving knowledge conflicts in retrieval-augmented language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Tug-of-war between knowledge: Exploring and resolving knowledge conflicts in retrieval-augmented language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27654908-bce0-4b88-a7dc-b8652830b0f2 · outbound

This paper cites Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:24:27.026445Z

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 4e27cce0-a059-4a83-ae13-ba261aa14a28 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Retrieval-augmented generation for knowledge-intensive NLP tasks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e2fffd-11aa-4800-8344-a18a38b101ed · outbound

This paper cites Scaling Retrieval-Based Language Models with a Trillion-Token Datastore.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Scaling Retrieval-Based Language Models with a Trillion-Token Datastore

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:24:26.992502Z

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 d0ae6354-043b-4708-93d7-2a555dddbf6f · outbound

This paper cites Truthfulqa: Measuring how models mimic human falsehoods.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Truthfulqa: Measuring how models mimic human falsehoods

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b2f49dc-03ae-4846-b426-fc94415a9b35 · outbound

This paper cites General Table Question Answering via Answer-Formula Joint Generation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts General Table Question Answering via Answer-Formula Joint Generation

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:26.993551Z

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 c825d042-3a3b-469e-a29b-82aeaefddc21 · outbound

This paper cites Demystifying OPD: Length Inflation and Stabilization Strategies for Large Language Models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Demystifying OPD: Length Inflation and Stabilization Strategies for Large Language Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.013111Z

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 a22a6ef2-263b-4dd7-943d-b8651e98514e · outbound

This paper cites Privileged Information Distillation for Language Models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Privileged Information Distillation for Language Models

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:26.996081Z

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 d2f60ae2-dcc2-4826-aca9-48bd2d1b0f35 · outbound

This paper cites Qwen2.5 technical report, 2025.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Qwen2.5 technical report, 2025

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27bfc930-868d-4cbe-b5a1-bcc74d59feb6 · outbound

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

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:26.998554Z

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 e98e7298-8504-4459-b605-8edc294a173d · outbound

This paper cites Trusting your evidence: Hallucinate less with context-aware decoding.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Trusting your evidence: Hallucinate less with context-aware decoding

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bf9925c-e1ae-4d77-aaa9-0ce1237f2490 · outbound

This paper cites Conflictbank: a benchmark for evaluating knowledge conflicts in large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Conflictbank: a benchmark for evaluating knowledge conflicts in large language models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ceffadc-58f7-4217-bb2f-f6cf432c556e · outbound

This paper cites Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:24:27.007460Z

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 f3e5f39a-1238-488c-957c-78a1c8b64621 · outbound

This paper cites Knowledge fusion of large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Knowledge fusion of large language models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73529d66-77a5-49bd-91c8-de2b61cebd4c · outbound

This paper cites Astute rag: Over- coming imperfect retrieval augmentation and knowledge conflicts for large language models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Astute rag: Over- coming imperfect retrieval augmentation and knowledge conflicts for large language models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee38b844-794f-4ee2-8efb-9988ea6286b7 · outbound

This paper cites Retrieval-augmented gen- eration with conflicting evidence.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Retrieval-augmented gen- eration with conflicting evidence

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e6449e3-b950-47db-b2cd-6c4727992f1a · outbound

This paper cites Resolving knowledge conflicts in large language models.Conference on Language Modeling, 2024.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Resolving knowledge conflicts in large language models.Conference on Language Modeling, 2024

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10214967-583f-4d93-b6da-efd21542d3fc · outbound

This paper cites Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:26.990463Z

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 a5c05676-daab-44bf-b165-37e4a286fa78 · outbound

This paper cites Adaptive chameleon or stubborn sloth: Revealing the behavior of large language models in knowledge conflicts.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Adaptive chameleon or stubborn sloth: Revealing the behavior of large language models in knowledge conflicts

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4af1e65e-5cc0-4bb6-8ef1-5359105aea24 · outbound

This paper cites On the Energy Consumption of Rotary Wing and Fixed Wing UAVs in Flying Networks.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts On the Energy Consumption of Rotary Wing and Fixed Wing UAVs in Flying Networks

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-30T01:18:43.537932Z

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 93d37acd-a232-4eca-829b-e814b092162c · outbound

This paper cites Knowledge conflicts for llms: A survey.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Knowledge conflicts for llms: A survey

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-30T06:05:47.948367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 758df0b6-48f3-4d99-a531-a28d34516632 · outbound

This paper cites Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:27.023775Z

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 6fc38624-2ef9-4f98-922e-1880da5a3ccb · outbound

This paper cites On-Policy Context Distillation for Language Models.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts On-Policy Context Distillation for Language Models

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:24:26.974254Z

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 fd77e18b-f24e-4774-8597-c72f7757ea00 · outbound

This paper cites Confidence-Aware Multi-Teacher Knowledge Distillation.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Confidence-Aware Multi-Teacher Knowledge Distillation

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:27.016042Z

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 701f96dd-e289-45b6-a869-7285d7975bb5 · outbound

This paper cites Spectrum and polarization of the Galactic center radio transient ASKAP J173608.2-321635 from THOR-GC and VLITE.

Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts Spectrum and polarization of the Galactic center radio transient ASKAP J173608.2-321635 from THOR-GC and VLITE

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:27.006828Z

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.

Pith citing papers

No inbound Pith citation observations are available.