Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T15:03:47.758116Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2608.05341.
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 2026-08-08T15:03:47.758116Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 388eb7d9-84b5-40a8-8af7-20bf04032b04 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Scaling medical imaging report generation with multimodal reinforcement learning
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0a83260e-6e50-4f44-9f49-bbdb55f46eb0 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step Verification
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e8918ef-f560-42e5-8cfe-f01b2af13185 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f2fab35-015d-4b7d-994c-b78cb10b1c0c · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining , pages=
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 42707746-db80-41b5-92e1-f78f8e1d47ae · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 511a8cc6-be4d-4f55-adcf-9aea5cf8127a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Applied Sciences , volume=
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4ef28b62-6b66-4844-8d53-f4aa821171e0 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation ROPO: Robust Preference Optimization for Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bff2af43-1386-4c93-8032-bc0d540df63a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Provably Robust DPO: Aligning Language Models with Noisy Feedback
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c56e6381-c7ef-4265-aed9-1488e72e1bae · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Radiology: Artificial Intelligence , volume=
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9c49eae-1f5c-4830-b6b6-98f69a16c6a2 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in Neural Information Processing Systems , volume=
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1a4ea421-8f60-41e1-8328-71e4276256de · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Journal of Machine Learning Research , volume=
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5c7b3e6b-d188-421a-8532-7b05a3bad0b8 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8701ce51-b5c1-43b4-a500-0697951c833f · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the 2020 conference on empirical methods in natural language processing (EMNLP) , pages=
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation af1f99c5-0ee8-4900-9811-0bd88f8a9cf1 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Nature Machine Intelligence , volume=
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a1ea2962-7cd5-4181-b426-7951dfc77ecc · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 801be598-9771-4bfb-a8e4-51aa7ce27033 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Iterative Preference Learning from Human Feedback: Bridging Theory and Practice for RLHF under KL-Constraint
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5851097e-e363-4ee1-88f2-1870a2f0bb99 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bfe0f4b-be8a-4c16-8a18-7b419e7ba1e7 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Self-Boosting Large Language Models with Synthetic Preference Data
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98879e5e-cc51-4317-bcf4-1c828c326fb6 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13e3c91b-8b2d-4fb3-ae21-c3af1cb45089 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd1d66a6-3361-4b36-a956-0a84b75bd3a3 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd74a5bc-4b15-43b6-b9c0-5558bb3c21b7 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the Conference on Health, Inference, and Learning , pages=
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2392eebb-134b-4c2d-8370-d10909a43c9a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Radiology , volume=
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation df1d5de8-ff29-484d-84fb-8f1540408533 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation IEEE transactions on neural networks and learning systems , volume=
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c9a0e5d-8014-4439-9617-71fcf80cc61f · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation International conference on algorithmic learning theory , pages=
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b196f510-51d3-43f0-9e66-225126da1b34 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a5df2ae2-45ad-4bfd-a561-0cae3f6c6482 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation IEICE TRANSACTIONS on Information and Systems , volume=
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ebe65d6-e5d5-44e9-b777-16f69f3a69fb · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Nonparametric semi-supervised learning of class proportions
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b3e077f-99c3-4044-9f6d-d55c47301488 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation International conference on learning representations , year=
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2659caf3-21af-4dcb-95ec-68d53e6d6438 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Second International Workshop on Learning with Imbalanced Domains: Theory and Applications , pages=
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cdf696a7-1854-4799-ae6f-f820e275391d · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Diagnostics , volume=
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7fb9f829-ecbb-465a-853a-707a645292da · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation International conference on machine learning , pages=
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f409eb6f-bd93-407a-a4b1-7977d86efc2a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in Neural Information Processing Systems , volume=
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 22022ed6-80f0-4579-a29b-292a9f14724a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Machine learning , volume=
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ab6e7ad2-4ee1-419c-8d98-4e0576998e4a · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation MedGemma Technical Report
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 143a8967-2f97-426b-821a-204d2576d6fe · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Towards Robust Alignment of Language Models: Distributionally Robustifying Direct Preference Optimization
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d38f740-6e47-44d1-9c31-bf699bb76e0f · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in neural information processing systems , volume=
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6469f0b-8a3a-40e4-a9a7-552ac39cdf14 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation International Conference on Medical Image Computing and Computer-Assisted Intervention , pages=
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d14b661e-485c-41e6-aa0f-2f393623d902 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Advances in Neural Information Processing Systems , volume=
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a3aef7dc-68f5-4930-ab89-d4a79b1f77de · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation arXiv preprint arXiv:2510.01458 , year=
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b452498-b55a-47b8-88d5-d192c96ad8db · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation arXiv preprint arXiv:2510.23968 , year=
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d95833a2-b822-4740-8a6e-dba150937811 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the 33rd ACM International Conference on Multimedia , pages=
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd4f89f4-b411-4309-9a5c-0286deafd06e · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7cddacf3-e5c6-4781-b07a-f3f987be15df · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Nature Communications , volume=
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 916ade55-4fae-455a-a9a7-04c8b99437e6 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation , author=
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6eac6f60-32e5-4152-b5d1-179d20e7a751 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of Machine Learning Research , volume=
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 17fdec2c-d4ec-41f7-957c-bc3f68ccb0dd · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Patterns , volume=
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7448b36c-2a1b-4183-ad42-9d10db210b8d · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Nature Medicine , volume=
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8e60a16f-eb9e-4384-be3d-065aebc29e27 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 861579a2-8937-416f-9dd8-45ec4ac8bafc · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the AAAI conference on artificial intelligence , volume=
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e5dae7f-b9b8-4d42-98ea-0fcc81d9f920 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0cf1db8-f0f9-4aee-94bf-566788c60229 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the 40th annual meeting of the Association for Computational Linguistics , pages=
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ef0573-8fb9-4dda-8ebd-d048e5a14571 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Proceedings of the third conference on machine translation: Research papers , pages=
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39a0166b-ca9e-4fed-a37b-8304caf13c71 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation Text summarization branches out , pages=
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cb1ee92-bc14-4efc-9dbc-4ebb880ff000 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation RadGraph: Extracting Clinical Entities and Relations from Radiology Reports
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b09a0a9-929c-4c24-a5f4-4ff276ed4513 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation BERTScore: Evaluating Text Generation with BERT
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d569d100-e1c3-4857-9a63-0f6f5d18b014 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation arXiv preprint arXiv:2512.16145 , year=
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a77cebf-728d-4293-9455-764cbe120fbd · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation the method of paired comparisons , author=
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9434a52d-fd62-4b05-b555-c7d47483f774 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation JMIR Formative Research , volume=
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7838a613-05bd-4150-a9d6-ba943e56bd46 · outbound
Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation arXiv preprint arXiv:2512.16201 , year=
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.