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Related papers: CAVE: Controllable Authorship Verification Explana…

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Compression models represent an interesting approach for different classification tasks and have been used widely across many research fields. We adapt compression models to the field of authorship verification (AV), a branch of digital…

Information Retrieval · Computer Science 2017-06-05 Oren Halvani , Christian Winter , Lukas Graner

Authorship verification (AV) is a research subject in the field of digital text forensics that concerns itself with the question, whether two documents have been written by the same person. During the past two decades, an increasing number…

Machine Learning · Computer Science 2019-06-26 Oren Halvani , Christian Winter , Lukas Graner

A central problem that has been researched for many years in the field of digital text forensics is the question whether two documents were written by the same author. Authorship verification (AV) is a research branch in this field that…

Computation and Language · Computer Science 2020-07-09 Oren Halvani , Lukas Graner , Roey Regev

Authorship verification (AV) is a fundamental task in natural language processing (NLP) and computational linguistics, with applications in forensic analysis, plagiarism detection, and identification of deceptive content. Existing AV…

Computation and Language · Computer Science 2023-10-13 Chia-Yu Hung , Zhiqiang Hu , Yujia Hu , Roy Ka-Wei Lee

The automatic verification of document authorships is important in various settings. Researchers are for example judged and compared by the amount and impact of their publications and public figures are confronted by their posts on social…

Machine Learning · Computer Science 2022-08-25 Maximilian Stubbemann , Gerd Stumme

Retrieving indexed documents, not by their topical content but their writing style opens the door for a number of applications in information retrieval (IR). One application is to retrieve textual content of a certain author X, where the…

Information Retrieval · Computer Science 2019-01-03 Oren Halvani , Christian Winter , Lukas Graner

Linguistic style is an integral component of language. Recent advances in the development of style representations have increasingly used training objectives from authorship verification (AV): Do two texts have the same author? The…

Computation and Language · Computer Science 2022-04-12 Anna Wegmann , Marijn Schraagen , Dong Nguyen

Humans can naturally identify, reason about, and explain anomalies in their environment. In computer vision, this long-standing challenge remains limited to industrial defects or unrealistic, synthetically generated anomalies, failing to…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Rishika Bhagwatkar , Syrielle Montariol , Angelika Romanou , Beatriz Borges , Irina Rish , Antoine Bosselut

Despite advances in augmented reality (AR), the process of creating meaningful experiences with this technology is still extremely challenging. Due to different tracking implementations and hardware constraints, developing AR applications…

Human-Computer Interaction · Computer Science 2019-03-04 Marco Cavallo , Angus G. Forbes

Authorship Verification (AV) is a key area of research in digital text forensics, which addresses the fundamental question of whether two texts were written by the same person. Numerous computational approaches have been proposed over the…

Computation and Language · Computer Science 2026-04-16 Andrea Nini , Oren Halvani , Lukas Graner , Sophie Titze , Valerio Gherardi , Shunichi Ishihara

The rapid spread of misinformation on social media underscores the need for scalable fact-checking tools. A key step is claim detection, which identifies statements that can be objectively verified. Prior approaches often rely on linguistic…

Computation and Language · Computer Science 2025-09-22 Yufeng Li , Arkaitz Zubiaga

The rapid spread of misinformation, driven by digital media and AI-generated content, has made automatic claim verification essential. Traditional methods, which depend on expert-annotated evidence, are labor-intensive and not scalable.…

Computation and Language · Computer Science 2025-04-22 Yingming Zheng , Xiaoliang Liu , Peng Wu , Li Pan

Large Language Models (LLMs) have demonstrated remarkable proficiency in a wide range of NLP tasks. However, when it comes to authorship verification (AV) tasks, which involve determining whether two given texts share the same authorship,…

Computation and Language · Computer Science 2024-07-19 Yujia Hu , Zhiqiang Hu , Chun-Wei Seah , Roy Ka-Wei Lee

Learning robust representations of authorial style is crucial for authorship attribution and AI-generated text detection. However, existing methods often struggle with content-style entanglement, where models learn spurious correlations…

Computation and Language · Computer Science 2026-04-24 Hieu Man , Van-Cuong Pham , Nghia Trung Ngo , Franck Dernoncourt , Thien Huu Nguyen

Developing multi-turn interactive tool-use agents is challenging because real-world user needs are often complex and ambiguous, yet agents must execute deterministic actions to satisfy them. To address this gap, we introduce \textbf{CoVe}…

Artificial Intelligence · Computer Science 2026-03-03 Jinpeng Chen , Cheng Gong , Hanbo Li , Ziru Liu , Zichen Tian , Xinyu Fu , Shi Wu , Chenyang Zhang , Wu Zhang , Suiyun Zhang , Dandan Tu , Rui Liu

Signature verification is a critical task in many applications, including forensic science, legal judgments, and financial markets. However, current signature verification systems are often difficult to explain, which can limit their…

Computer Vision and Pattern Recognition · Computer Science 2024-05-22 Moises Diaz , Miguel A. Ferrer , Gennaro Vessio

With the rise of deep neural networks, especially in safety-critical applications, robustness and interpretability are crucial to ensure their trustworthiness. Recent advances in 3D-aware classifiers that map image features to volumetric…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Nhi Pham , Artur Jesslen , Bernt Schiele , Adam Kortylewski , Jonas Fischer

We are addressing two fundamental problems in authorship verification (AV): Topic variability and miscalibration. Variations in the topic of two disputed texts are a major cause of error for most AV systems. In addition, it is observed that…

Computation and Language · Computer Science 2021-06-22 Benedikt Boenninghoff , Dorothea Kolossa , Robert M. Nickel

Vision-Language Models (VLMs) have achieved strong performance on general multimodal reasoning, yet remain challenged in integrating nonlocal visual information to support semantically underdetermined visual reasoning. We describe this…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Tengda Guo , Jie Leng , Hanlei Li , Yaoyuan Liang , Qingyue Zhang , Dian Yang , Mingyu Zhang , Yuhua Fu , Shao-Lun Huang

We present recent advances in formal verification and control for autonomous systems with practical safety guarantees enabled by conformal prediction (CP), a statistical tool for uncertainty quantification. This survey is particularly…

Systems and Control · Electrical Eng. & Systems 2025-08-19 Lars Lindemann , Yiqi Zhao , Xinyi Yu , George J. Pappas , Jyotirmoy V. Deshmukh
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