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Visual Para-Thinker++: A Single-Policy Multi-Agent Framework for Visual Reasoning
Announce Type: new Abstract: Visual reasoning requires integrating evidence distributed across regions, attributes, and relations, making single-chain reasoning prone to early perceptual commitment and hallucination. We propose Visual Para-Thinker++, a single-policy multi-agent framework in which one shared MLLM policy is instantiated as role-conditioned Main, Worker, and Summary Agents. The Main Agent decomposes the task with fixed allocation patterns; Worker Agents reason in parallel under...
A golden age of maths is dawning and mathematicians are freaking out
I am attempting to solve a mathematical conundrum that has stumped many of humanity’s greatest thinkers. I have zero mathematical training, apart from a distant undergraduate physics degree, which should put my odds of success at slim to none. But I also have a trick up my sleeve – a kind of mathematical genie that can conjure arcane secrets seemingly out of thin air.
What’s Eating ‘Putin’s Brain’?
No Russian thinker has worked harder than Aleksandr Dugin to rationalize the invasion of Ukraine. Long before it started, Dugin came up with a whole philosophical system, known as “neo-Eurasianism,” to explain why Russia, the country with the largest landmass in the world, would need to steal land from its neighbors and kill many thousands of people in the process. His books and lectures on the subject earned him the nickname “Putin’s brain.”
Shiver me timbers: Do we have to worry about space pirates now?
Feedback goes down a "moon warfare" rabbit hole and discovers that some forward-thinkers are making plans to counteract as-yet-hypothetical pirates in space
CrowdStrike is a buy, just not yet. Here's why
CrowdStrike on Wednesday evening reported better-than-expected quarterly results and better-than-expected forward guidance, only to see its near-record-high stock sell off. The hot money that got in, looking for a Hewlett Packard Enterprise or Dell type post-earnings surge , no doubt booked profits, sending shares down more than 11% to around $664 each. We're not short-term thinkers.
The people who actually want AI to replace humanity
“I want AI to be a tool that allows human flourishing!” exclaimed Brad Carson, a former member of Congress. “There is an option out there where AI is just a tool for us.” The people who actually want AI to replace humanity We need to create a new humanism before the “AI successionists” win.
Test-Time Deep Thinking to Explore Implicit Rules
Announce Type: replace Abstract: With the continuous advancement of Large Language Models (LLMs), intelligent agents are becoming increasingly vital. However, these agents often fail in environments governed by implicit rules--hidden constraints that cannot be observed directly and must be inferred through interaction. This causes agents to fall into repetitive trial-and-error loops, ultimately leading to task failure.
X-GS: An Extensible Framework for Perceiving and Thinking via 3D Gaussian Splatting
arXiv:2603.09632v4 Announce Type: replace Abstract: 3D Gaussian Splatting (3DGS) has emerged as a powerful technique for novel view synthesis, subsequently extending into numerous spatial AI applications. However, most existing 3DGS methods operate in isolation, focusing on specific domains. In this paper, we introduce X-GS, an extensible framework consisting of two major components.
The Frame Problem
The Frame Problem To most AI researchers, the frame problem is the challenge of representing the effects of action in logic without having to represent explicitly a large number of intuitively obvious non-effects. But to many philosophers, the AI researchers' frame problem is suggestive of wider epistemological issues. Is it possible, in principle, to limit the scope of the reasoning required to derive the consequences of an action?
American Democracy Wasn’t Designed for This
In 1787, as the Founders gathered in Philadelphia to draft the Constitution, Alexander Hamilton wrote in “Federalist No. 1” that there was more at stake than the future of a single country. The American experiment would “decide the important question, whether societies of men are really capable or not of establishing good government from reflection and choice, or whether they are forever destined to depend for their political constitutions on accident and force. Founders were hopeful, in...