technocracy

arXiv:2601.15417v1 Announce Type: new Abstract: We propose Ambient Dataloops, an iterative framework for refining datasets that makes it easier for diffusion models to learn the underlying data distribution. Modern datasets contain samples of highly varying quality, and training directly on such heterogeneous data often yields suboptimal models. We propose a dataset-model co-evolution process; at each iteration of our method, the dataset becomes progressively higher quality, and the model improves accordingly. To avoid destructive self-consuming loops, at each generation, […]

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Introduction Disclaimer: This article is a cross post from Pytorch Medium Blog Post. One of the most exciting advancements, that has pushed the frontier of the Artificial Intelligence (AI) in recent years, is Deep Reinforcement Learning (DRL). DRL belongs to the family of machine learning algorithms. It assumes that intelligent machines can learn from their actions similar to the way humans learn from experience. Over the recent years we could witness some impressive real-world applications of DRL. The […]

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arXiv:2603.15679v1 Announce Type: new Abstract: The nature of personalized text-to-image models poses a unique safety challenge that generic context-blind methods are ill-equipped to handle. Such global filters create a dilemma: to prevent misuse, they are forced to damage the model’s broader utility by erasing concepts entirely, causing unacceptable collateral damage.Our work presents a more precisely targeted approach, built on the principle that security should be as context-aware as the threat itself, intrinsically bound to the personalized concept. We […]

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PANAMA CITY, January 30, 2026 – BingX, a leading cryptocurrency exchange and Web3-AI company, today announced the integration of its TradFi suite into BingX AI Bingo, giving users direct access to the global market data and AI-powered trading-signal interpretation within the BingX trading experience. Following strong user demand for AI-enhanced crypto trading, BingX is extending its industry-leading AI capabilities to support multi-asset decision-making across both digital and traditional markets. With the new integration, BingX is pioneering TradFi opportunities […]

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I’ve open-sourced GS-DroneGym, a drone-first research stack for vision-language-action work. Main idea: instead of only using synthetic assets, it can render observations from 3D Gaussian Splatting scenes, so you can prototype aerial waypoint policies in environments much closer to real visual conditions. Current features: – 6-DOF quadrotor dynamics – waypoint controller for [x, y, z, yaw] – gsplat renderer with CPU fallback – navigation tasks: PointNav, ObjectNav, ObstacleSlalom, DynamicFollow, NarrowCorridor – live viewer with RGB / depth / […]

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The atomic bomb was not merely a weapon but a psychic rupture: by touching the source of matter itself, humanity crossed a threshold, discovering near-limitless power and collective intelligence. This shock transformed our self-image, forcing a choice between domination and union—and ultimately confronting us with evolution’s final question: what, or whom, are we becoming?

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arXiv:2603.02238v1 Announce Type: new Abstract: Length generalization is a key property of a learning algorithm that enables it to make correct predictions on inputs of any length, given finite training data. To provide such a guarantee, one needs to be able to compute a length generalization bound, beyond which the model is guaranteed to generalize. This paper concerns the open problem of the computability of such generalization bounds for CRASP, a class of languages which is closely linked […]

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