Tootfinder

Your periodic reminder
(like, every time he opens his mouth):
Matthew Whitaker's primary claim to fame
before getting senior Trump admin. posts
was that he worked for a company shut down for fraud by the FTC marketing special toilets for men.
https://bsky.app/profile/atrupar.com/p

Evaluating Attribute Confusion in Fashion Text-to-Image Generation
Ziyue Liu, Federico Girella, Yiming Wang, Davide Talon
https://arxiv.org/abs/2507.07079 …

Evaluating Attribute Confusion in Fashion Text-to-Image Generation
Despite the rapid advances in Text-to-Image (T2I) generation models, their evaluation remains challenging in domains like fashion, involving complex compositional generation. Recent automated T2I evaluation methods leverage pre-trained vision-language models to measure cross-modal alignment. However, our preliminary study reveals that they are still limited in assessing rich entity-attribute semantics, facing challenges in attribute confusion, i.e., when attributes are correctly depicted but as…

Measuring how changes in code readability attributes affect code quality evaluation by Large Language Models
Igor Regis da Silva Simoes, Elaine Venson
https://arxiv.org/abs/2507.05289

Measuring how changes in code readability attributes affect code quality evaluation by Large Language Models
Code readability is one of the main aspects of code quality, influenced by various properties like identifier names, comments, code structure, and adherence to standards. However, measuring this attribute poses challenges in both industry and academia. While static analysis tools assess attributes such as code smells and comment percentage, code reviews introduce an element of subjectivity. This paper explores using Large Language Models (LLMs) to evaluate code quality attributes related to its…

Thank you @… for the wonderful gift.
@…

PLACE: Prompt Learning for Attributed Community Search
Shuheng Fang, Kangfei Zhao, Rener Zhang, Yu Rong, Jeffrey Xu Yu
https://arxiv.org/abs/2507.05311 htt…

PLACE: Prompt Learning for Attributed Community Search
In this paper, we propose PLACE (Prompt Learning for Attributed Community Search), an innovative graph prompt learning framework for ACS. Enlightened by prompt-tuning in Natural Language Processing (NLP), where learnable prompt tokens are inserted to contextualize NLP queries, PLACE integrates structural and learnable prompt tokens into the graph as a query-dependent refinement mechanism, forming a prompt-augmented graph. Within this prompt-augmented graph structure, the learned prompt tokens s…

This https://arxiv.org/abs/2412.12690 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…

Preference Robust Ordinal Priority Approach with Preference Elicitation under Incomplete Information for Multi-Attribute Robust Ranking and Selection
Ordinal Priority Approach (OPA) has recently been proposed to determine the weights of experts, attributes, and alternatives using ordinal preference without precise information for multi-attribute ranking and selection (MARS). This study extends OPA with preference elicitation under incomplete information to counter the parametric and preference uncertainty within MARS. Specifically, we propose Preference Robust Ordinal Priority Approach (OPA-PR) within a two-stage optimization framework to ge…

The current LLM “focus on anthropomorphic interfaces—just have a chat!—makes them charming, misguides us into attributing more agency and intelligence than they have, which makes it even more challenging for people to control or use them predictably. Sycophancy is one of the many challenges here, for example.”
“Coding assistants, particularly agents, are narrower in their interface, but they build on a similar interaction model. They aim to look like developers, independent entities that can do the actual work.”
7/

@… @… on my site I linked the image to a `/uses/` page that had the attribution (if that helps!)

Quality attributes of test cases and test suites -- importance & challenges from practitioners' perspectives
Huynh Khanh Vi Tran, Nauman bin Ali, Michael Unterkalmsteiner, J\"urgen B\"orstler, Panagiota Chatzipetrou
https://arxiv.org/abs/2507.06343

Quality attributes of test cases and test suites -- importance & challenges from practitioners' perspectives
Context: The quality of the test suites and the constituent test cases significantly impacts confidence in software testing. While research has identified several quality attributes of test cases and test suites, there is a need for a better understanding of their relative importance in practice. Objective: We investigate practitioners' perceptions regarding the relative importance of quality attributes of test cases and test suites and the challenges they face in ensuring the perceived importa…

Keep the pressure on the very few republicans who know none of this is okay
https://bsky.app/profile/atrupar.com/post/3lr3xaxp7m22l