SMT
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Related Articles from SNS
Parallel SMT Solving via Dynamic Partitioning, Core-Guided Pruning, and Online Backbone Detection
Announce Type: new Abstract: Exploiting parallelism in modern CPU architectures remains a longstanding challenge in optimizing SMT solvers. We introduce a novel parallel framework that dynamically builds a binary partition tree of the search space by sampling from workers' VSIDS statistics during solving. We leverage the full power of core-based CDCL-style pruning to continuously shrink the partition tree.
ESBMC: A Survey of Its Evolution, Integration, and Future Directions in Formal Software Verification
Announce Type: replace Abstract: The Efficient SMT-Based Context-Bounded Model Checker (ESBMC) has grown from a research prototype for verifying embedded ANSI-C software into one of the most versatile and industrially capable formal verification platforms available today. Since its first publication in 2009, ESBMC has undergone persistent evolution: expanding its verification techniques, widening its language support to nine front-ends, integrating industrial-strength SMT solvers, and - most...
Pretraining Recurrent Networks without Recurrence
arXiv:2606.06479v1 Announce Type: new Abstract: Training recurrent neural networks (RNNs) requires assigning credit across long sequences of computations. Standard backpropagation through time (BPTT) addresses this problem poorly: it is sequential in time, limiting parallelism, and suffers from vanishing or exploding gradients, making long-range associations difficult to learn. We propose Supervised Memory Training (SMT), a method for training nonlinear RNNs that sidesteps recurrent credit...
The intracies of modern camera lens repair (2024)
Sigma 45mm f/2.8 Lens Repair & Analysis [05.12.24] I have a camera gear collection problem and as part of my personal 12 step plan, I restrict myself from purchasing functioning lenses. This sounds illogical, and it frankly is, but it's very hard for me to resist heavily discounted lenses.
Intel Diamond Rapids to boost core counts to 192, but RIP Hyperthreading
Intel’s upcoming Diamond Rapids Xeon will boost core counts to 192, a 50 percent increase over last generation, the x86 giant revealed at Computex in Taipei this week. But while core counts continue to rise, in doing so Intel has managed to cut thread counts by a quarter. Yep, Hyperthreading – Intel's marketing for simultaneous multithreading – is officially dead.
New Texas Instruments 5532 chips are not the 5532's we've used for decades
Saw this today on Wayne Kirkwood's site: EDIT! Ian came up with a workaround to get to Wayne's site: https://tinyurl.com/5epdzbxv One link he posted is really interesting....first post showing major differences. https://www.diyaudio.com/community/threads/a-new-ne5532-by-december-2025.437381/
Binary Spiking Neural Networks as Causal Models
arXiv:2604.27007v2 Announce Type: replace Abstract: We provide a causal analysis of Binary Spiking Neural Networks (BSNNs) to explain their behavior. We formally define a BSNN and represent its spiking activity as a binary causal model. Thanks to this causal representation, we are able to explain the output of the network by leveraging logic-based methods.
Cloning a Sennheiser BA2015 battery pack
One of the annoying things about electronics is that so many companies must make their own incompatible battery packs. For many products these are expensive but at some level still reasonable, the battery pack contains the protection circuitry and some guaranteed high quality Li-ion cells. This is not one of those devices.
Design Once, Deploy at Scale: Template-Driven ML Development for Large Model Ecosystems
arXiv:2603.24963v3 Announce Type: replace Abstract: Modern computational advertising platforms typically rely on recommendation systems to predict user responses, such as click-through rates, conversion rates, and other optimization events. To support a wide variety of product surfaces and advertiser goals, these platforms frequently maintain an extensive ecosystem of machine learning (ML) models. However, operating at this scale creates significant development and efficiency challenges.
'Saw potential in a young worker': DKS thanks Gandhi family ahead of swearing-in
Karnataka chief minister-designate DK Shivakumar on Tuesday expressed gratitude to the Gandhi family for playing a defining role in his political journey and vowed to continue working with sincerity and commitment to build a progressive, inclusive and prosperous state. In a post on X, Shivakumar wrote,"The Gandhi family has played a defining role in my political journey, not merely through leadership, but through the faith they placed in me at different stages of my life." His remarks come...