Claims Browser

On the INSECTS benchmark, the instance-accounted restarted bank achieves zero false spawns and zero false reuses after switches with 0.675 accuracy on INSECTS-reoccurring

"On synthetic multi-concept streams, Electricity, Covertype, and the recurrence-heavy INSECTS benchmark, the instance-accounted restarted bank achieves zero false spawns and zero false reuses after switches and matches or exceeds the retired windowed heuristic (INSECTS-reoccurring accuracy 0.675)"

A Petri net description of biological neural circuits enables deadline-guaranteed real-time execution with formally verifiable timing semantics

"Here, we propose a Petri net description of biological neural circuits that overcomes these limitations by modeling neurons, synapses, and spike events as a T-timed Petri net with formally verifiable timing semantics, enabling deadline-guaranteed real-time execution"

The Petri neuron reproduces expected dynamical signatures while providing formally bounded timing guarantees with worst-case response times matching analytical predictions across all tested cases

"The Petri neuron reproduces the expected dynamical signatures of each circuit while providing formally bounded timing guarantees throughout, with worst-case response times matching analytical predictions across all three cases."

A local approximation of neural network output with respect to perturbations in inputs and parameters is exact for perturbations that preserve the network activation pattern

"This approximation is exact for perturbations that preserve the network activation pattern, and it allows us to compute analytical expressions for the probability density function and characteristic function of the network output, together with closed-form approximations for its mean and covariance."

Numerical experiments on the Lorenz-63 system and Kuramoto-Sivashinsky equation demonstrate accurate uncertainty propagation through the predictability horizon for high-dimensional dynamical systems

"Numerical experiments on the Lorenz-63 system and the Kuramoto-Sivashinsky equation demonstrate accurate uncertainty propagation through the predictability horizon and the applicability of the proposed framework to high-dimensional dynamical systems."

The compute needed to be at the frontier of current model recipes is going vertical, and will only become more evident as the world accelerates along recursive self improvement

"The compute needed to be at the frontier of the current model recipe is going vertical, and as the world accelerates along the axis of Recursive Self Improvement this will only become more evident."

Human level capabilities of intelligence will be fully commoditized by open source models, while super intelligence will likely not be

"We believe human level capabilities of intelligence will be fully commoditized by open source models, while super intelligence will likely not be."

The constraint for frontier models today is not only capital, but physical data center space and contracted compute

"And for this the constraint today is not only capital, it is physical data center space and contracted compute."

Anthropic's AI detector will be trivial to defeat by iteratively modifying text until it passes

"My hunch is this will be trivial to defeat: generate text, run it through Anthropic's own AI detector tool, then modify words until that AI detector passes"

Nvidia's stock slipped on news related to their AI business developments

"The stock slipped a bit on the news [217.55 at close, though up a bit this morning in premarket]"

Nvidia releasing a truly open-source Nemotron model could ultimately undercut companies like OpenAI and Anthropic

"Nvidia is releasing a new version of its truly open-source (not just open-weight) Nemotron model, which is good for end users and developers but that could also ultimately undercut places like OpenAI and Anthropic with whom it has deals."

Current 3DGS compression systems combine multiple strategies which can obscure where gains come from and limit component reuse across training pipelines

"Current 3DGS compression systems combine multiple strategies for file size reduction, which can obscure where gains come from and limit component reuse across training pipelines."

KISS-GS achieves 85x to 319x reductions in scene size over uncompressed vanilla 3DGS, setting new benchmarks for real-world scenes

"Across standard 3DGS benchmarks, our simple and modular approach thus achieves a total of 85x to 319x reductions in the size of the scene over uncompressed vanilla 3DGS, setting new benchmarks for real-world scenes and surpassing tightly integrated methods in rate-distortion."

ChatGPT Work on mobile provides sufficient functionality to replace a work laptop for professional tasks

Investing in AI infrastructure (GPUs, CPUs, memory, datacenter suppliers) was and remains a sound investment thesis

The 'model is the computer' approach will make inference dramatically faster, cheaper, and more energy-efficient

AMD's acquisition of Taalas points to a future where inference is fast, free and ubiquitous

Keras has a new vLLM integration

O'Reilly published a comprehensive 1000+ page book on AI systems performance engineering covering GPU optimization, CUDA, and PyTorch for model training and inference