arXiv:2603.03470v1 Announce Type: new Abstract: Bisynchronous FIFOs — hardware buffers that mediate data transfer between independent clock domains without a shared global timebase — have been designed, formally verified, and commercially deployed in silicon for over four decades. We survey this literature from Chapiro’s 1984 GALS thesis through Cummings’s Gray-code pointer techniques, Chelcea and Nowick’s mixed-timing interfaces, Greenstreet’s STARI protocol, and the 2015 NVIDIA pausible bisynchronous FIFO, and argue that this body of work constitutes a silicon-proven existence […]

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arXiv:2602.22259v1 Announce Type: new Abstract: Recognizing the substantial computational cost of backpropagation (BP), non-BP methods have emerged as attractive alternatives for efficient learning on emerging neuromorphic systems. However, existing non-BP approaches still face critical challenges in efficiency and scalability. Inspired by neural representations and dynamic mechanisms in the brain, we propose a perturbation-based approach called LOw-rank Cluster Orthogonal (LOCO) weight modification. We find that low-rank is an inherent property of perturbation-based algorithms. Under this condition, the orthogonality constraint […]

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The Gemini Comeback Continue reading on Towards AI »

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arXiv:2306.06581v2 Announce Type: replace Abstract: Sinkhorn algorithm has been used pervasively to approximate the solution to optimal transport (OT) and unbalanced optimal transport (UOT) problems. However, its practical application is limited due to the high computational complexity. To alleviate the computational burden, we propose a novel importance sparsification method, called Spar-Sink, to efficiently approximate entropy-regularized OT and UOT solutions. Specifically, our method employs natural upper bounds for unknown optimal transport plans to establish effective sampling probabilities, and constructs […]

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Zero-shot reinforcement learning (RL) algorithms aim to learn a family of policies from a reward-free dataset, and recover optimal policies for any reward function directly at test time. Naturally, the quality of the pretraining dataset determines the performance of the recovered policies across tasks. However, pre-collecting a relevant, diverse dataset without prior knowledge of the downstream tasks of interest remains a challenge. In this work, we study $textit{online}$ zero-shot RL for quadrupedal control on real robotic systems, building […]

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This work presents a series of interconnected mathematical emph{constructions} that take the zeros of the Riemann zeta function as primordial elements. Rather than seeking a conventional proof of the Riemann Hypothesis, we investigate: what kind of mathematical reality emerges when we emph{postulate} that these zeros form the spectrum of an operator within a specific geometric arena? Our constructions reveal a remarkable chain of coherence, linking geometry (minimal surfaces), topology (M”obius bands), statistics (GUE), and fundamental physical constants. Within […]

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Community commerce is quickly becoming one of the most powerful growth levers for brands, yet most companies still underestimate its impact. As paid acquisition costs rise and consumer trust in traditional advertising continues to fall, community commerce offers a more sustainable path to growth by turning customers into connected, engaged participants who drive trust, influence purchasing decisions, and fuel long-term revenue. Brands that understand how to build and activate community commerce are no longer competing on ads alone—they’re […]

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Following the resounding success of its 2025 edition, WAIB Summit Monaco proudly announces its return on June 9–10, 2026, at the prestigious One Monte-Carlo, located in the heart of Monaco’s iconic Casino Square. Recognized as one of the world’s most exclusive summits for Web3, Artificial Intelligence, and Digital Assets, WAIB Summit Monaco 2026 will once again convene 2,000+ global attendees, including visionary founders, family offices, institutional investors, venture capitalists, regulators and policymakers, global brands, and thought leaders shaping […]

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