Tootfinder

Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs
Haoyu Han, Kai Guo, Harry Shomer, Yu Wang, Yucheng Chu, Hang Li, Li Ma, Jiliang Tang
https://arxiv.org/abs/2510.07484

Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs
Reasoning over structured graphs remains a fundamental challenge for Large Language Models (LLMs), particularly when scaling to large graphs. Existing approaches typically follow the retrieval-augmented generation (RAG) paradigm: first retrieving subgraphs relevant to the query and then generating answers conditioned on the retrieved subgraphs. However, such two-phase pipelines often struggle to faithfully incorporate graph structure, since the generation process is ultimately constrained by th…

Schumer says three of his New York offices were targeted with bomb threats (Mary Clare Jalonick/Associated Press)
https://apnews.com/article/schumer-bomb-threat-new-york-maga-d1df534cb4c001607aae6301b6b0b06d
http://www.memeorandum.com/251201/p83#a251201p83

Near-horizon polarized images of rotating hairy Horndeski black holes
Chekiang Chen, Qiyuan Pan, Jiliang Jing
https://arxiv.org/abs/2509.12526 https://arxi…

Near-horizon polarized images of rotating hairy Horndeski black holes
Recently, Hou et al. [Astrophys. J. Lett. 988, L51 (2025)] revealed that the EVPA (Electric Vector Position Angle) of polarization vectors in the near-horizon images is governed solely by spacetime geometry and is irrespective of the plasma flows. Here, we generalize the study to the scenario of a rotating hair black hole within Horndeski gravity and probe the effects of the hairy parameter on the EVPA. For a fixed inclination, the hairy parameter enhances the observed EVPA in the slowly rotati…