Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:10:53.532000Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2508.18933.
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 2026-08-05T16:10:53.532000Z
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
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3a8977c6-ca16-49e6-a3aa-2b44f4b9c75a · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation , " * write output.state after.block = add.period write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a316e8ea-b54b-4345-b5ed-fcac52b94584 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a683d9e3-dd4b-4bb9-a44d-bf7bcf5a1e76 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation The Pragmatic Frames of Spurious Correlations in Machine Learning: Interpreting How and Why They Matter
Reference 3
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 84c6da5b-206b-4608-8065-bf7ae48ed675 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 1a0b1159-679b-4773-931b-c05b1404ff63 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bccaa0bd-88d0-4f51-bcac-50096fa6acd8 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 74ea0d1f-fbb1-4f80-ab02-e72adb708808 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 7
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 c160e3ea-7fde-4a5c-bac1-f133bd45b41d · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Data Quality for Software Vulnerability Datasets
Reference 8
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 f9a70c81-8523-4fc9-8854-1b73f417bfdc · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f2c6c52-170d-4f0f-bb23-015e70f992a2 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee38fb9f-751a-4f48-b6fc-34c5fac89597 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Vulnerability Detection with Code Language Models: How Far Are We?
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f805a97b-9dca-4411-9d0d-d99d96d4f070 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 11e16792-a26f-4069-8fab-b32058beec2f · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 370f0ddf-24f0-49c3-b6bf-17863608a426 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e0b80ac-8f42-4491-9f1a-082233026f9b · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 a731d825-6739-443a-9774-231c1f4d7a60 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a5be15-fdeb-4425-ac8c-765b674068ff · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 17
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 948fd76d-ff4e-4c00-b2c3-cb216166cf3c · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 18
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 76636775-b8b5-458c-a084-38806175f71c · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 19
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 b88cc767-d72c-4800-8ea7-71dd5c206ff2 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 20
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 b62c1f57-9f2f-4ff5-85f4-19ef5cb8d705 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis
Reference 21
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 60b5a9d8-a6cd-458d-ade2-0473b9838930 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Simple data balancing achieves competitive worst-group-accuracy
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96cf53ad-e799-4d2d-9c7e-bdf0a2ac9852 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Learning the Difference that Makes a Difference with Counterfactually-Augmented Data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation babe9f45-4bbe-49e8-aaff-7efbac33bf50 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 8d9f04f0-cf9b-4a3b-a5ed-db320ea9c7e3 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 aa4da4ab-07d4-4bb9-a403-1c41905bc4e9 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 ae789b98-f350-4da3-885e-b0d6035e35d0 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 1b65c021-e1e2-4326-847c-8616a2370065 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation
Reference 28
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 4245e734-664e-47e3-bc5e-f07ea0c32fe2 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation A Unified Approach to Interpreting Model Predictions
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 692efa59-3fa6-4b19-9ad0-cac2c34f5a2f · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 49346fcf-3cc4-4e4c-b990-d6b83a161eaf · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 402e9b95-a9e6-499c-9240-7dfe04f410b8 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 2427d3cc-6846-4303-b8af-967edfe91fdf · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation "Why Should I Trust You?": Explaining the Predictions of Any Classifier
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53baf3e3-4a81-448c-9372-6fd3d66ab707 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Explaining NLP Models via Minimal Contrastive Editing (MiCE)
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 b45574fa-0cd9-4153-9f70-4486d66cc0d4 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation C.; Hagenbuchner, M.; and Monfardini, G
Reference 35
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 201f6975-2e3a-4c41-95ca-cb4ccef8629f · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation K.; Mishra, J.; Singh, A.; Govil, R.; Srivastava, G.; and Lin, J
Reference 36
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 e6213819-d222-43c7-a8ee-3c696f88fe6a · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc30ee74-bb41-4463-a257-f02515384ed1 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Code Vulnerability Detection: A Comparative Analysis of Emerging Large Language Models
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 9a7d2954-f6d8-47cb-8920-ccb39a6de0e3 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Solving the Class Imbalance Problem Using a Counterfactual Method for Data Augmentation
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 2a76f9a2-41dd-442e-953a-570b7740f446 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca3d2d52-e734-4328-b106-bb31e1e148af · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44fcd51c-aa7e-4435-a22a-82551961c53a · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf0f4e61-5ce2-4bbd-a6fd-e6e1beffcd18 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation 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 88891c36-756d-4722-88b6-43c2d9f93ff3 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
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 54fba79a-5fa5-4d99-922f-4e363d1e764e · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 45
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 9a04b6d8-651d-4d8a-afc6-92be773bcf71 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4d7ab5d-d203-4476-8db0-6a65a7694ef1 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work
Reference 47
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 9c98fb97-15f3-4415-8d59-3ceb14448b34 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Large Language Model for Vulnerability Detection: Emerging Results and Future Directions
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bc9d358-d3ad-4345-b729-e2e01132dd3d · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d003edb4-5034-49e9-a626-28d8f17767d9 · outbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Security Vulnerability Detection Using Deep Learning Natural Language Processing
Reference 50
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.
No inbound Pith citation observations are available.