Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:16:20.070236Z
Paper Citation Record · LEDGER
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning
As of 9 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 2 inbound Pith citation observations for arXiv:2505.15687.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T19:32:46.604200Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T21:47:27.810427Z
Reference resolution
14 of 14 outbound references displayed
- verified exact0
- verified fuzzy3
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1a312f3a-b72d-4c8c-871d-f1153062300b · outbound
This paper cites Qwen2.5-VL Technical Report.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Qwen2.5-VL Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.581785Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b24a36c-6a6b-4d7d-a099-5bc9ee094e34 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Adam: A Method for Stochastic Optimization
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.813439Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41977d72-e92d-4151-beac-93c7d84366b8 · outbound
This paper cites Table 7: Pathological Reasoning Templates.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Table 7: Pathological Reasoning Templates
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:16:20.479835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 66eeabb7-a71b-4f89-82a0-afebed8733c6 · outbound
This paper cites Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:20.032641Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1eac1a94-f573-4b77-8f66-3d7e8b0fdd3e · outbound
This paper cites Proximal Policy Optimization Algorithms.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Proximal Policy Optimization Algorithms
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:20.048658Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e36dbd80-8242-4f5d-b36d-18cfb67fbf4b · outbound
This paper cites CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:20.054485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65c77c8a-7e9d-43b6-b516-570f1fc5b551 · outbound
This paper cites A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:20.059202Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a15b40fa-2d7a-4256-b78e-c62ce1313bbe · outbound
This paper cites These observations underscore the need for adaptive token allocation, where the model dynamically adjusts its computational budget based on input complexity.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning These observations underscore the need for adaptive token allocation, where the model dynamically adjusts its computational budget based on input complexity
Reference 256
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:16:20.454310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 56510d17-a0f9-49b2-8460-1ef89a20a49f · outbound
This paper cites Med-r1: Reinforcement learning for generalizable medical reasoning in vision-language models.arXiv preprint arXiv:2503.13939,.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Med-r1: Reinforcement learning for generalizable medical reasoning in vision-language models.arXiv preprint arXiv:2503.13939,
Reference 2014
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.883374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f99f5b5a-cc23-4ecd-9221-92d73947217d · outbound
This paper cites OpenAI o1 System Card.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning OpenAI o1 System Card
Reference 2018
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.750133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26384ab9-86a3-496c-93d3-cec7c42d4ccd · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.673067Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d668d7bc-6c98-44d8-b7a8-0a4afe4ea8e8 · outbound
This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Visual-RFT: Visual Reinforcement Fine-Tuning
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.973477Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd3a22e8-c138-4c89-a138-f69b4dd5b2d1 · outbound
This paper cites Scaling self-supervised learning for histopathology with masked image modeling.medRxiv, pages 2023–07,.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning Scaling self-supervised learning for histopathology with masked image modeling.medRxiv, pages 2023–07,
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:16:20.503952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 22594480-b835-421e-8756-746b1da011c3 · outbound
This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning PathVQA: 30000+ Questions for Medical Visual Question Answering
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:16:19.716034Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation a98639b0-4254-4aa2-b357-e09a7d157242 · inbound
TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots cites this paper.
TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T20:30:11.129835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eee22f86-2f03-4df0-b546-9099d30ce44e · inbound
A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology cites this paper.
A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T21:47:27.811656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.