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Counting Trees from Satellite Imagery with Noisy Supervision

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Counting Trees from Satellite Imagery with Noisy Supervision

·8 min read·Dimitri Gominski, Maurice Mugabowindekwe, Qiue Xu et al.

This paper addresses the challenging problem of counting individual trees from very high-resolution (VHR) satellite imagery, a task important for environmental monitoring but complicated by diverse…

researchtree-countingsatellite-imageryunbalanced-optimal-transportnoisy-supervision

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Detecting AI Coding Agents in Open Source — A Validated Multi-Method Census of 180 Million Repositories

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Detecting AI Coding Agents in Open Source — A Validated Multi-Method Census of 180 Million Repositories

·8 min read·Arsham Khosravani, Audris Mockus

This paper addresses the problem of accurately detecting generative AI coding agents in the vast open-source software (OSS) ecosystem, where diverse and often invisible traces make prevalence estim…

researchai-coding-agent-detectionsoftware-supply-chain-securitybot-detectionopensource-software

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HelpBench — Assessing the Ability of LLMs to Provide Privacy, Safety, and Security Advice

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HelpBench — Assessing the Ability of LLMs to Provide Privacy, Safety, and Security Advice

·7 min read·Sarah Meiklejohn, Sunny Consolvo, Patrick Gage Kelley et al.

HelpBench addresses the critical problem of evaluating whether large language models (LLMs) can reliably provide accurate and safe advice in the domains of digital privacy, safety, and security (PSS)

researchprivacy-safety-securityllm-evaluationautomated-rubric-scoringuser-help-seeking

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Inside Crypter-as-a-Service — An Ecosystem Analysis of the exploit.in Underground Forum Research Talks

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Inside Crypter-as-a-Service — An Ecosystem Analysis of the exploit.in Underground Forum Research Talks

·8 min read·Mathieu Jeannot, Jean-Yves Marion, Manon Pamar et al.

This paper presents a comprehensive longitudinal analysis of the Crypter-as-a-Service (CraaS) ecosystem on exploit.in, a major Russian-language cybercrime forum active from January 2020 to August 2025

researchcrypter-as-a-serviceunderground-marketsantivirus-evasioncybercrime-ecosystem

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Less is More — Quality-Aware Training Data Selection for Scientific Summarization

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Less is More — Quality-Aware Training Data Selection for Scientific Summarization

·7 min read·Maria Nefeli Paraskevopoulou, Tatiana Passali, Grigorios Tsoumakas

This work addresses two key challenges in scientific long-document summarization — the limited scale and structure of existing datasets and the variable quality of author-written abstracts used as r…

researchscientific-summarizationtraining-data-selectiondataset-constructionquality-evaluation

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