Tootfinder

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Young Fathers:
🎵 Border Girl
#YoungFathers
https://youngfathersofficial.bandcamp.com/track/border-girl
https://open.spotify.com/track/5zD2LwEFI1gHhLIVPtr9jY

See the Forest and the Trees: A Synergistic Reasoning Framework for Knowledge-Based Visual Question Answering
Junjie Wang, Yunhan Tang, Yijie Wang, Zhihao Yuan, Huan Wang, Yangfan He, Bin Li
https://arxiv.org/abs/2507.17659

See the Forest and the Trees: A Synergistic Reasoning Framework for Knowledge-Based Visual Question Answering
Multimodal Large Language Models (MLLMs) have pushed the frontiers of Knowledge-Based Visual Question Answering (KBVQA), yet their reasoning is fundamentally bottlenecked by a reliance on uni-dimensional evidence. This "seeing only the trees, but not the forest" approach prevents robust, multi-faceted understanding. Inspired by the principle of seeing both the forest and trees, we propose Synergos-VQA, a novel synergistic reasoning framework. At its core, Synergos-VQA concurrently generates and…

🇺🇦 #NowPlaying on #BBC6Music's #LaurenLaverne
Young Fathers:
🎵 Get Up (Glastonbury 2015)
#YoungFathers
https://youngfathersofficial.bandcamp.com/track/get-up
https://open.spotify.com/track/0eyr0n26E7Hlb9sLPlOoJQ

SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications
Jinyang Li, Xiaolong Li, Ge Qu, Per Jacobsson, Bowen Qin, Binyuan Hui, Shuzheng Si, Nan Huo, Xiaohan Xu, Yue Zhang, Ziwei Tang, Yuanshuai Li, Florensia Widjaja, Xintong Zhu, Feige Zhou, Yongfeng Huang, Yannis Papakonstantinou, Fatma Ozcan, Chenhao Ma, Reynold Cheng

SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications
Resolution of complex SQL issues persists as a significant bottleneck in real-world database applications. Current Large Language Models (LLMs), while adept at text-to-SQL translation, have not been rigorously evaluated on the more challenging task of debugging SQL issues. To address this gap, we introduce BIRD-CRITIC, a new SQL issue debugging benchmark comprising 530 PostgreSQL tasks (BIRD-CRITIC-PG) and 570 multi-dialect tasks (BIRD-CRITIC-Multi), distilled from authentic user issues and rep…

Stochastic stability of physical measures in conservative systems
Weiwei Qi, Zhongwei Shen, Yingfei Yi
https://arxiv.org/abs/2506.17598 https://

Stochastic stability of physical measures in conservative systems
Given the significance of physical measures in understanding the complexity of dynamical systems as well as the noisy nature of real-world systems, investigating the stability of physical measures under noise perturbations is undoubtedly a fundamental issue in both theory and practice. The present paper is devoted to the stochastic stability of physical measures for conservative systems on a smooth, connected, and closed Riemannian manifold. It is assumed that a conservative system admits an …

Fully analog end-to-end online training with real-time adaptibility on integrated photonic platform
Zhimu Guo, A. Aadhi, Adam N. McCaughan, Alexander N. Tait, Nathan Youngblood, Sonia M. Buckley, Bhavin J. Shastri
https://arxiv.org/abs/2506.18041

Fully analog end-to-end online training with real-time adaptibility on integrated photonic platform
Analog neuromorphic photonic processors are uniquely positioned to harness the ultrafast bandwidth and inherent parallelism of light, enabling scalability, on-chip integration and significant improvement in computational performance. However, major challenges remain unresolved especially in achieving real-time online training, efficient end-to-end anolog systems, and adaptive learning for dynamical environmental changes. Here, we demonstrate an on-chip photonic analog end-to-end adaptive learni…

North Korea is building a new facility at its Yongbyon nuclear complex that is similar to a known uranium enrichment site, says the International Atomic Energy Agency
https://www.dw.com/en/is-north-korea-boosting-its-nuclear-capabilities/a-7295378…

Is North Korea boosting its nuclear capabilities?
North Korea is building a new facility at its Yongbyon nuclear complex that is similar to a known uranium enrichment site, says the International Atomic Energy Agency (IAEA).

Large Language Model Unlearning for Source Code
Xue Jiang, Yihong Dong, Zheng Fang, Yingwei Ma, Tangxinyu Wang, Rongyu Cao, Binhua Li, Zhi Jin, Wenpin Jiao, Yongbin Li, Ge Li
https://arxiv.org/abs/2506.17125

Large Language Model Unlearning for Source Code
LLM4SE has demonstrated significant success, but LLMs' potential memorization of sensitive or outdated training data introduces critical risks to legal compliance, software security, and code quality. LLM unlearning techniques, which can eliminate the influence of undesired data from LLMs in a post-training way, present a promising solution to address these concerns. While recent efforts in LLM unlearning show effectiveness in natural language, their applicability to source code remains underex…

Quasi-potential of stationary and quasi-stationary densities: existence, regularity, and applications
Chenchen Mou, Weiwei Qi, Zhongwei Shen, Yingfei Yi
https://arxiv.org/abs/2506.17546

Quasi-potential of stationary and quasi-stationary densities: existence, regularity, and applications
The present paper is devoted to the large deviation principle (LDP), with particular emphasis on the regularity of the quasi-potential for densities of stationary and quasi-stationary distributions of randomly perturbed dynamical systems. Our framework is set up within a positively invariant set contained in the basin of attraction of a maximal attractor of the unperturbed system. Such a setting with a general maximal attractor is anticipated in many applications.

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Fall Out Boy:
🎵 Grand Theft Autumn/Where Is Your Boy
#FallOutBoy
https://youngpoet.bandcamp.com/track/grand-theft-autumn-where-is-your-boy-fall-out-boy-cover
https://open.spotify.com/track/6zyv6wGXMF3bYD3sREK6l9
Please 🔁 BOOST to share what you like
- your followers don't see if you ⭐ favourite a post