Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T22:27:30.692356Z
Paper Citation Record · LEDGER
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems
As of 4 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2605.23955.
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 2026-08-04T06:34:03.388597+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
Reference resolution
48 of 48 outbound references displayed
- verified exact16
- verified fuzzy28
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch4
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e92e619c-b391-4cff-ac63-92158f76af3e · outbound
This paper cites Managing explanations: how regulators can address AI explainability in Model Risk Management.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Managing explanations: how regulators can address AI explainability in Model Risk Management
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.127869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7e9447b5-be69-4d66-8232-949aed8623f0 · outbound
This paper cites Regulation (EU) 2024/1689 laying down har- monised rules on Artificial Intelligence (Artificial Intelligence Act).
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Regulation (EU) 2024/1689 laying down har- monised rules on Artificial Intelligence (Artificial Intelligence Act)
Reference 2
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5944f012-086c-4a5b-9c27-0da188d46d83 · outbound
This paper cites Harvey, Yan Liu, and Heqing Zhu.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Harvey, Yan Liu, and Heqing Zhu
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.115758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 209f91aa-b7ac-4f66-b304-99b154dadeab · outbound
This paper cites Bailey and Marcos López de Prado.The Deflated Sharpe Ratio: Correcting for Selection Bias, Backtest Overfitting, and Non-Normality.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Bailey and Marcos López de Prado.The Deflated Sharpe Ratio: Correcting for Selection Bias, Backtest Overfitting, and Non-Normality
Reference 4
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation be8f0709-0cf6-4862-baba-0baeffc1c53a · outbound
This paper cites Arian et al.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Arian et al
Reference 5
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87f5815c-6954-4257-853a-3cd818c160bc · outbound
This paper cites On the Reproducibility of Neural Network Predictions.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems On the Reproducibility of Neural Network Predictions
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.801108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 62a16f94-5c4c-4b05-beb1-2a6a16351804 · outbound
This paper cites Detlefsen et al.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Detlefsen et al
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.114483Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ec5d6943-e4b1-42bc-8ef1-ad4a9342c0f8 · outbound
This paper cites Lundberg and Su-In Lee.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Lundberg and Su-In Lee
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.126123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 71c7c99a-40ab-42a8-8942-0598f36bc04e · outbound
This paper cites Lundberg, Gabriel Erion, Hugh Chen, Alex DeGrave, Jordan M.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Lundberg, Gabriel Erion, Hugh Chen, Alex DeGrave, Jordan M
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.149378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 661897f2-f129-4ac1-a221-45107c5e62c5 · outbound
This paper cites Intelligible Models for Classification and Regression.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Intelligible Models for Classification and Regression
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.151383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41f210de-6456-4bb9-b96b-1d00e5e966a9 · outbound
This paper cites Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hos- pital 30-day Readmission.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hos- pital 30-day Readmission
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.145383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4ad774dd-082f-417f-bfd8-5b0750e3f822 · outbound
This paper cites Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.139636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 92403c2e-dd8f-4e88-afdb-1199dcbbaa60 · outbound
This paper cites Weber et al.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Weber et al
Reference 13
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fe56517e-d871-470a-b774-d6d02fd63722 · outbound
This paper cites Hamilton, Rex Ying, and Jure Leskovec.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Hamilton, Rex Ying, and Jure Leskovec
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.154757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b24f9bc4-bf7e-4fa2-a411-f42f27005825 · outbound
This paper cites Replayable Financial Agents: A Determinism-Faithfulness Assurance Harness for Tool-Using LLM Agents.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Replayable Financial Agents: A Determinism-Faithfulness Assurance Harness for Tool-Using LLM Agents
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.743596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6d4a2621-690f-4808-ae15-0689c3f5d5c0 · outbound
This paper cites Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.811279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ac7dbe75-3cd6-48a5-8d16-48cfa08fe3d3 · outbound
This paper cites InProceedings of the Fif- teenth ACM International Conference on Web Search and Data Mining, WSDM ’22, pages 1256–1265, New York, NY , USA.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems InProceedings of the Fif- teenth ACM International Conference on Web Search and Data Mining, WSDM ’22, pages 1256–1265, New York, NY , USA
Reference 17
- Resolution
- metadata mismatch
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 45be458e-a8c7-4894-b7b7-f8601099fab7 · outbound
This paper cites Defeating Nondeterminism in LLM Inference.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Defeating Nondeterminism in LLM Inference
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.141516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation efe3f299-f2ab-4371-957b-f09a35fe7ff0 · outbound
This paper cites Llm-42: Enabling determinism in llm inference with verified speculation.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Llm-42: Enabling determinism in llm inference with verified speculation
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.808431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b6e522ed-cacb-4cff-9547-62b5589fb9e1 · outbound
This paper cites Why Should I Trust You?.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Why Should I Trust You?
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.143429Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 73fb7181-b1db-42fc-9268-5546af77e03e · outbound
This paper cites Improving KernelSHAP: Practical Shapley Value Estima- tion Using Linear Regression.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Improving KernelSHAP: Practical Shapley Value Estima- tion Using Linear Regression
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.147278Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e1b5704e-4c0a-4a3f-bb9e-3213f778c473 · outbound
This paper cites A Similarity Measure for Indefinite Rankings.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems A Similarity Measure for Indefinite Rankings
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.132835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3cf50c19-6516-4cc7-9b54-b6b1533c7645 · outbound
This paper cites Interpretation of Neural Networks is Fragile.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Interpretation of Neural Networks is Fragile
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.134455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1fe1fd27-3c1a-404a-a0e6-087fa5795fd1 · outbound
This paper cites Weinberger, and Yoav Artzi.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Weinberger, and Yoav Artzi
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.137732Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 96b2464c-04d1-4600-a647-39ec025ef042 · outbound
This paper cites Kipf and Max Welling.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Kipf and Max Welling
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.131219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation de964551-bcf5-40cd-94e8-265260bedc01 · outbound
This paper cites Pitfalls of Graph Neural Network Evaluation.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Pitfalls of Graph Neural Network Evaluation
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T14:05:45.814384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1cb93dfc-f1c7-45e3-aa4c-9ac0b5e6dcbf · outbound
This paper cites Temporal Graph Networks for Deep Learning on Dynamic Graphs.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Temporal Graph Networks for Deep Learning on Dynamic Graphs
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.136210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 451742a9-d7c1-47f6-ad03-e9bc996f16c8 · outbound
This paper cites Fast Graph Representation Learning with PyTorch Geometric.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Fast Graph Representation Learning with PyTorch Geometric
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.129518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 108be0fe-f91b-4cb7-82b0-fffdbe043b11 · outbound
This paper cites Fu, Stefano Ermon, Atri Rudra, and Christopher Ré.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Fu, Stefano Ermon, Atri Rudra, and Christopher Ré
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.120388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4467461a-5c2a-4a11-b587-e3a8eca3adbb · outbound
This paper cites Huang, Hui Wang, and Yi Yang.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Huang, Hui Wang, and Yi Yang
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.137504Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f72a7139-17be-4789-bcbe-43b8defc4a1e · outbound
This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems ReAct: Synergizing Reasoning and Acting in Language Models
Reference 31
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0fd208d7-0448-4d49-8a63-f7123681cdad · outbound
This paper cites Nemotron-cascade: Scaling cascaded reinforcement learning for general-purpose reasoning models.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Nemotron-cascade: Scaling cascaded reinforcement learning for general-purpose reasoning models
Reference 32
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 57966f5f-4371-410c-8b21-711cb23ef217 · outbound
This paper cites Llm output drift: Cross-provider validation & mitigation for financial workflows.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Llm output drift: Cross-provider validation & mitigation for financial workflows
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.787166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1a2a8683-4bf5-4c63-9b6d-3436a514a37a · outbound
This paper cites Efficient Guided Generation for Large Language Models.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Efficient Guided Generation for Large Language Models
Reference 34
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 20dfa38d-15e3-4d7f-bf4d-f667def9e492 · outbound
This paper cites SHAP Stability in Credit Risk Management: A Case Study in Credit Card Default Model.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems SHAP Stability in Credit Risk Management: A Case Study in Credit Card Default Model
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.779796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1e095c53-5e42-489f-91cd-c772cf193044 · outbound
This paper cites Benoit.Evaluating the Stability of Model Explanations in Instance-Dependent Cost-Sensitive Credit Scoring.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Benoit.Evaluating the Stability of Model Explanations in Instance-Dependent Cost-Sensitive Credit Scoring
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.131001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c3cd57b1-a66e-47f9-a6c2-a017069c70de · outbound
This paper cites Deterministic Inference across Tensor Parallel Sizes That Eliminates Training-Inference Mismatch.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Deterministic Inference across Tensor Parallel Sizes That Eliminates Training-Inference Mismatch
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T14:05:45.776790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8b5d7ddd-c51f-40a0-8993-b7f4a11f5c35 · outbound
This paper cites Wang et al.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Wang et al
Reference 38
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T14:05:45.804041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 57b4cb43-b6da-48bd-9043-c5437fe92ded · outbound
This paper cites Aema: Verifiable evaluation framework for trustworthy and controlled agentic llm systems.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Aema: Verifiable evaluation framework for trustworthy and controlled agentic llm systems
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.801988Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2a7aa848-270d-4fa9-b501-e39c902743bb · outbound
This paper cites Network analyt- ics for anti-money laundering – a systematic literature review and experimental evaluation.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Network analyt- ics for anti-money laundering – a systematic literature review and experimental evaluation
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.817810Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41b50e3b-e395-467b-92ac-5639e9e9628a · outbound
This paper cites Normalisation and Initialisation Strategies for Graph Neural Networks in Blockchain Anomaly Detection.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Normalisation and Initialisation Strategies for Graph Neural Networks in Blockchain Anomaly Detection
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-07-20T02:18:26.357570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0f04ddfd-f17a-41ec-a3a6-9ba80ddb36dc · outbound
This paper cites JSONSchemaBench: A Rigorous Benchmark of Structured Outputs for Language Models.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems JSONSchemaBench: A Rigorous Benchmark of Structured Outputs for Language Models
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.805147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a8acfb39-db46-4341-b2f0-8b721e0ca486 · outbound
This paper cites Estimating LLM Uncertainty with Evidence.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Estimating LLM Uncertainty with Evidence
Reference 43
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T14:05:45.794051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f743abf2-1f98-4e03-96f5-394f60ffa80c · outbound
This paper cites Towards Modeling Data Quality and Machine Learning Model Performance.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Towards Modeling Data Quality and Machine Learning Model Performance
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T14:05:45.806797Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b73fb572-c25a-46c5-8f8d-2684930f3f9e · outbound
This paper cites Arik and Tomas Pfister.TabNet: Attentive Interpretable Tabular Learning.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Arik and Tomas Pfister.TabNet: Attentive Interpretable Tabular Learning
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.129033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ecc7b5e4-cd91-4405-8180-5d9346f16e90 · outbound
This paper cites Hamilton, and Jure Leskovec.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Hamilton, and Jure Leskovec
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.132667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 142ce214-ed17-4401-8e34-c9b60c76cbd3 · outbound
This paper cites Effi- cient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Effi- cient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T13:43:48.135979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3a9740c8-40fc-4099-9e0d-50acbe75bf89 · outbound
This paper cites SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity.
From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity
Reference 48
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T14:05:45.784373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
No inbound Pith citation observations are available.