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MailoHLS: Multi-Adapter Structure-Aware Learning for Pareto-Driven HLS Pragma Optimization

arXiv:2606.07246v1 Announce Type: new Abstract: High-Level Synthesis (HLS) enables rapid development of FPGA accelerators, yet achieving high-quality results (QoR) remains challenging due to the large and irregular design space induced by compiler directives (a.k.a pragmas). Selecting effective configurations requires reasoning over complex interactions between program structure, memory behavior, and often conflicting objectives such as latency and resource utilization. Prior model-driven...

arXiv CS 2d ago

Programming Domain-Specific FPGA Hardblocks from HLS: An RTL Blackbox Approach

Announce Type: new Abstract: Domain-specific Field Programmable Gate Array (FPGA) architectures increasingly integrate specialized hardblocks, such as Tensor Slices, to accelerate artificial intelligence and machine learning workloads. Despite their efficiency benefits, these architectures remain difficult to program because designers typically rely on manual Register-Transfer Level (RTL) integration to access these hardblocks. This paper presents a compiler-agnostic methodology that enables...

arXiv CS 1d ago

Is this the next Artemis crew? A look at the astronauts on NASA's shortlist

Is this the next Artemis crew? A look at the astronauts on NASA's shortlist It's a long list, but there are some front runners. NASA is about to reveal the astronauts who will launch to space on the Artemis 3 mission.

Space.com 2d ago

Satellites reveal cities' 'urban pulse,' tracking neighborhood growth in near real time

Satellites reveal cities' 'urban pulse,' tracking neighborhood growth in near real time Robert Egan Associate Editor For over a century, doctors have used electrocardiograms (EKGs) to render the invisible electrical activity of the human heart visible, using the pulse to diagnose disease before it becomes fatal. Now, scientists have invented a way to do the exact same thing for the places where most of humanity lives: cities. In a recent study published in the Proceedings of the National...

Phys.org 1d ago

NASA reveals Artemis 3 astronaut crew

NASA reveals Artemis 3 astronaut crew The quartet will fly to Earth orbit next year to test docking techniques and procedures ahead of a planned moon landing in 2028. HOUSTON — NASA has announced the astronauts who will launch to space on the Artemis 3 mission next year. The international crew consists of three spaceflight veterans and one first-time spaceflyer, all with backgrounds specially suited for their upcoming mission.

Space.com 23h ago