Paper Citation Record · LEDGER

Mitigating LLM Hallucinations via Conformal Abstention

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2405.01563.

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

pith.paper-citation-record.v1
2405.01563 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:34:00.129391Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e8978295-4d71-4dd9-836e-301107eebb58 · inbound

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models cites this paper.

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models Mitigating LLM Hallucinations via Conformal Abstention

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T18:23:05.692013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f7f3b40-ec5c-4715-a0fe-3eb8a0980c30 · inbound

Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer cites this paper.

Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer Mitigating LLM Hallucinations via Conformal Abstention

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T12:34:00.129391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59d99fb6-175d-4b61-826d-367e60cdc5a3 · inbound

Conformal Arbitrage: Risk-Controlled Balancing of Competing Objectives in Language Models cites this paper.

Conformal Arbitrage: Risk-Controlled Balancing of Competing Objectives in Language Models Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:38.221492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63b4753c-adf1-44d1-ada1-67c9a5b73d38 · inbound

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs cites this paper.

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs Mitigating LLM Hallucinations via Conformal Abstention

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-07T05:41:36.448569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d9ea74d-7564-45fa-a3c6-8539d32565b7 · inbound

AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions cites this paper.

AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions Mitigating LLM Hallucinations via Conformal Abstention

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:01:08.141224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af0f3b83-99a5-4799-8bd5-1c05523a718e · inbound

Eliminating Hallucination-Induced Errors in LLM Code Generation with Functional Clustering cites this paper.

Eliminating Hallucination-Induced Errors in LLM Code Generation with Functional Clustering Mitigating LLM Hallucinations via Conformal Abstention

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:36.040456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef550b49-4aa6-4070-b71b-03e3e8acd0d1 · inbound

Understanding New-Knowledge-Induced Factual Hallucinations in LLMs: Analysis and Interpretation cites this paper.

Understanding New-Knowledge-Induced Factual Hallucinations in LLMs: Analysis and Interpretation Mitigating LLM Hallucinations via Conformal Abstention

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T01:25:34.985976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8eda5362-cc03-4d7c-b667-aec3e623f73a · inbound

Causal Evidence that Language Models use Confidence to Drive Behavior cites this paper.

Causal Evidence that Language Models use Confidence to Drive Behavior Mitigating LLM Hallucinations via Conformal Abstention

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-21T09:44:05.712207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 80a23f53-5107-4d56-96c6-4f7756036a75 · inbound

From Scalars to Tensors: Declared Losses Recover Epistemic Distinctions That Neutrosophic Scalars Cannot Express cites this paper.

From Scalars to Tensors: Declared Losses Recover Epistemic Distinctions That Neutrosophic Scalars Cannot Express Mitigating LLM Hallucinations via Conformal Abstention

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:30:03.658586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5dab0e11-8784-4816-853b-ba968f37ae52 · inbound

Learning from AVA: Early Lessons from a Curated and Trustworthy Generative AI for Policy and Development Research cites this paper.

Learning from AVA: Early Lessons from a Curated and Trustworthy Generative AI for Policy and Development Research Mitigating LLM Hallucinations via Conformal Abstention

Reference 117

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:10:22.909701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0760e627-a4ca-4dde-9c68-686760ce8dce · inbound

Foundations of Reliable Inference: Reliability-Efficiency Co-Design cites this paper.

Foundations of Reliable Inference: Reliability-Efficiency Co-Design Mitigating LLM Hallucinations via Conformal Abstention

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:21:27.253306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8456a76e-0ee7-491e-a85f-c6b8f59115b4 · inbound

Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning cites this paper.

Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning Mitigating LLM Hallucinations via Conformal Abstention

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T02:23:31.596701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5c190d78-3342-4027-aa80-525d7e1f970a · inbound

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement cites this paper.

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement Mitigating LLM Hallucinations via Conformal Abstention

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T16:12:39.505934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8fcf41c9-9d62-4d77-86ae-da9ef25762e9 · inbound

PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines cites this paper.

PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:39:03.503696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e0c042be-feed-4652-b2ce-efc6e0377883 · inbound

Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering cites this paper.

Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering Mitigating LLM Hallucinations via Conformal Abstention

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T06:58:06.239759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c988a562-e165-4436-8db4-f49a164ab75f · inbound

Empirical Bayes Conformal Prediction for Vision and Language Models cites this paper.

Empirical Bayes Conformal Prediction for Vision and Language Models Mitigating LLM Hallucinations via Conformal Abstention

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:45:19.881137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1022ec08-abf0-4032-bd4a-68ab0957a649 · inbound

Breaking the Chains of Probability: Neutrosophic Logic as a New Framework for Epistemic Uncertainty in Large Language Models cites this paper.

Breaking the Chains of Probability: Neutrosophic Logic as a New Framework for Epistemic Uncertainty in Large Language Models Mitigating LLM Hallucinations via Conformal Abstention

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:35:12.236028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ff4f0f4b-1e49-43c9-9711-673c2b8ba774 · inbound

Conformal Certification of Reasoning Trace Prefixes cites this paper.

Conformal Certification of Reasoning Trace Prefixes Mitigating LLM Hallucinations via Conformal Abstention

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:03:12.947709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9f9f690-79b0-4913-8ddc-6a3e47c41999 · inbound

OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios cites this paper.

OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios Mitigating LLM Hallucinations via Conformal Abstention

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:57:15.334419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c107643e-2431-4ab3-86ec-33375fb94504 · inbound

Integrating Local and Global Entropy for Uncertainty Quantification in LLMs cites this paper.

Integrating Local and Global Entropy for Uncertainty Quantification in LLMs Mitigating LLM Hallucinations via Conformal Abstention

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-28T10:31:59.773597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 98614d0e-4fd0-4019-b039-02b80872d19e · inbound

Strategic Decision Support for AI Agents cites this paper.

Strategic Decision Support for AI Agents Mitigating LLM Hallucinations via Conformal Abstention

Reference 95

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:37:56.464370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9f43a1ac-2fe2-4199-b4bd-c7ed009781b0 · inbound

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model cites this paper.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Mitigating LLM Hallucinations via Conformal Abstention

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.935570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b691098-c46c-453b-9282-8f7ae2d4b49a · inbound

Auto-DSM Under the Lens: A Black-Box Evaluation Framework for LLM-Based DSM Generation cites this paper.

Auto-DSM Under the Lens: A Black-Box Evaluation Framework for LLM-Based DSM Generation Mitigating LLM Hallucinations via Conformal Abstention

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-07-08T19:55:33.956409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cd2b17d1-3f20-4400-819d-f9eb42146bff · inbound

Two Axes of LLM Abstention: Answer Correctness and Question Answerability cites this paper.

Two Axes of LLM Abstention: Answer Correctness and Question Answerability Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-10T07:16:52.900709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a0947c1-5310-4189-95e8-f7225e5bb126 · inbound

Evaluating and Guarding Citation Faithfulness in Agentic Scientific Synthesis cites this paper.

Evaluating and Guarding Citation Faithfulness in Agentic Scientific Synthesis Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T07:46:09.615680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8faefb6b-db90-432e-b188-028a17348672 · inbound

Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls cites this paper.

Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T17:44:15.462565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e7f2be-5139-4f2a-b3f4-b3c0afd1ee4c · inbound

Abstention as an Action Can Kill Both the Reward Gradient and the KL Anchor: Collapse Law and Repair for Error-Penalized Reinforcement Learning cites this paper.

Abstention as an Action Can Kill Both the Reward Gradient and the KL Anchor: Collapse Law and Repair for Error-Penalized Reinforcement Learning Mitigating LLM Hallucinations via Conformal Abstention

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T00:53:30.253798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2578d5-4eec-45aa-b7da-c98c53fec42f · inbound

Private Anytime Selective-Risk Certification for Federated Retrieval-Augmented Generation: Guarantees and Empirical Limits cites this paper.

Private Anytime Selective-Risk Certification for Federated Retrieval-Augmented Generation: Guarantees and Empirical Limits Mitigating LLM Hallucinations via Conformal Abstention

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T00:50:45.157904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b53f5f5-7f5e-4ddc-b12b-f16759ef30aa · inbound

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness cites this paper.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T00:51:57.397276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75993ba9-6a24-4e6e-8aba-bea6040d78fe · inbound

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness cites this paper.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:43:30.254423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb8ede43-a185-474c-8977-3654ce330ea7 · inbound

Certify or Refuse: A Cross-Model Map for Selective Risk Control with Coverage Floors under Covariate Shift cites this paper.

Certify or Refuse: A Cross-Model Map for Selective Risk Control with Coverage Floors under Covariate Shift Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T14:59:31.838626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.