Tootfinder

GADA: Graph Attention-based Detection Aggregation for Ultrasound Video Classification
Li Chen, Naveen Balaraju, Jochen Kruecker, Balasundar Raju, Alvin Chen
https://arxiv.org/abs/2510.11437

GADA: Graph Attention-based Detection Aggregation for Ultrasound Video Classification
Medical ultrasound video analysis is challenging due to variable sequence lengths, subtle spatial cues, and the need for interpretable video-level assessment. We introduce GADA, a Graph Attention-based Detection Aggregation framework that reformulates video classification as a graph reasoning problem over spatially localized regions of interest. Rather than relying on 3D CNNs or full-frame analysis, GADA detects pathology-relevant regions across frames and represents them as nodes in a spatiote…

Time for a social experiment. I have 5 questions:
- What should we work towards as a society?
- What's one thing that doesn't exist now in your community but should?
- What's one action you could take in the coming year to align your life with that goal?
- What's one thing you could achieve in the coming year to get closer to making that thing exist?
- Imagine that we changed everything and you're living in the world you want to see exist. What does the world look like?
I've asked variations of these already (and am still getting great responses), but this time there's a catch. Get together some of your friends (3-5 people) and ask these questions of the group. Come up with *one* answer that everyone in the group agrees on and post it here, then write a bit about your experience.
If you don't know people locally (or otherwise can't do this in person), tag some folks in here or wherever your people are at digitally. Just add some info on if it's online or in person.
For anyone bold enough to actually do this, let me know if you'd be OK with me putting this in an upcoming entry (https://anarchoccultism.org/building-zion/).

Agentic RAG for Software Testing with Hybrid Vector-Graph and Multi-Agent Orchestration
Mohanakrishnan Hariharan, Satish Arvapalli, Seshu Barma, Evangeline Sheela
https://arxiv.org/abs/2510.10824

Agentic RAG for Software Testing with Hybrid Vector-Graph and Multi-Agent Orchestration
We present an approach to software testing automation using Agentic Retrieval-Augmented Generation (RAG) systems for Quality Engineering (QE) artifact creation. We combine autonomous AI agents with hybrid vector-graph knowledge systems to automate test plan, case, and QE metric generation. Our approach addresses traditional software testing limitations by leveraging LLMs such as Gemini and Mistral, multi-agent orchestration, and enhanced contextualization. The system achieves remarkable accurac…

"Congo Reforestation Solutions: Student Group Plants 2,000 Trees to Fight Deforestation"
#Congo #Trees #Deforestation

Congo Reforestation Solutions: Student Group Plants 2,000 Trees to Fight Deforestation | Happy Eco News
Congo reforestation solutions developed by Green Congo Initiative have planted 2,000 trees across eastern provinces. The student-led organization trains youth in environmental conservation while addressing annual forest loss of 500,000 hectares. Community-based programs include climate education, sustainable agriculture, and native species planting to restore degraded ecosystems.

Beim Thema "Rentenreform" wird es noch richtig spannend. Da will die Regierung etwas beschließen und ausgerechnet eine Gruppe junger CDU-Abgeordneter will im Bundestag dagegen stimmen.
Sie haben bisher keine detaillierte Alternative zum Rentenpaket vorgelegt, mit der sie das bestehende Gesetzespaket ersetzen wollen. Ihr Hauptvorschlag ist, das Rentenniveau nur bis zum Jahr 2031 bei 48 Prozent zu stabilisieren, wie es im Koalitionsvertrag vereinbart ist.

Breaking the Likelihood Trap: Consistent Generative Recommendation with Graph-structured Model
Qiya Yang, Xiaoxi Liang, Zeping Xiao, Yingjie Deng, Yalong Wang, Yongqi Liu, Han Li
https://arxiv.org/abs/2510.10127

Breaking the Likelihood Trap: Consistent Generative Recommendation with Graph-structured Model
Reranking, as the final stage of recommender systems, demands real-time inference, accuracy, and diversity. It plays a crucial role in determining the final exposure, directly influencing user experience. Recently, generative reranking has gained increasing attention for its strong ability to model complex dependencies among items. However, most existing methods suffer from the "likelihood trap", where high-likelihood sequences are often perceived as low-quality by humans. These models tend to …

Poseidon: A OneGraph Engine
Brad Bebee, \"Umit V. \c{C}ataly\"urek, Olaf Hartig, Ankesh Khandelwal, Simone Rondelli, Michael Schmidt, Lefteris Sidirourgos, Bryan Thompson
https://arxiv.org/abs/2510.11166

Poseidon: A OneGraph Engine
We present the Poseidon engine behind the Neptune Analytics graph database service. Customers interact with Poseidon using the declarative openCypher query language, which enables requests that seamlessly combine traditional querying paradigms (such as graph pattern matching, variable length paths, aggregation) with algorithm invocations and has been syntactically extended to facilitate OneGraph interoperability, such as the disambiguation between globally unique IRIs (as exposed via RDF) vs. l…

Post-Quantum Cryptography and Quantum-Safe Security: A Comprehensive Survey
Gaurab Chhetri, Shriyank Somvanshi, Pavan Hebli, Shamyo Brotee, Subasish Das
https://arxiv.org/abs/2510.10436

Post-Quantum Cryptography and Quantum-Safe Security: A Comprehensive Survey
Post-quantum cryptography (PQC) is moving from evaluation to deployment as NIST finalizes standards for ML-KEM, ML-DSA, and SLH-DSA. This survey maps the space from foundations to practice. We first develop a taxonomy across lattice-, code-, hash-, multivariate-, isogeny-, and MPC-in-the-Head families, summarizing security assumptions, cryptanalysis, and standardization status. We then compare performance and communication costs using representative, implementation-grounded measurements, and re…

US announces ‘strike force’ to counter Southeast Asian cyber scams, sanctions Myanmar armed group https://therecord.media/strike-force-southeast-asia-scams

Europe's wind industry just got a heavyweight champion. Tinne Van der Straeten, Belgium's former energy minister, is taking the helm at WindEurope—and she's not mincing words about the sector "being held back."
Her message: it's time to unlock wind energy's full potential across Europe.

New WindEurope CEO is ex-energy minister Van der Straeten: 'industry being held back'
Former top Belgian energy policymaker confirmed as chief executive of main European wind lobbying group