All News Research Code 📚 Scholar
334 results
Relevance Newest Most Cited
HLXiON δ Ω Intent Σ Logic Ψ Synth Π Reason Γ Memory Processing: stat.ML
iON AI Synthesis
The search results for "stat.ML" highlight diverse advancements in machine learning. Key topics include the development of barrier certificates for proving the safety of dynamical systems, the emergence of self-supervised learning systems, and the analogy of SaaS products to insurance models. Furthermore, advancements in neural network optimization are discussed, particularly the challenge of selecting optimal hyperparameters and addressing the saddle point problem in high-dimensional non-convex optimization.
Ask iON more → 📚 Find Papers
arxiv.org
Converse Theorems for Safety and Barrier Certificates

An important tool for proving safety of dynamical systems is the notion of a barrier certificate. In this paper we prove that every robustly safe ordinary differential equation has a barrier certificate. Moreover, we show a construction of such a barrier certificate based on a set of states that is …

eess.SY
arxiv.org
On the Origin of Species of Self-Supervised Learning

In the quiet backwaters of cs.CV, cs.LG and stat.ML, a cornucopia of new learning systems is emerging from a primordial soup of mathematics-learning systems with no need for external supervision. To date, little thought has been given to how these self-supervised learners have sprung into being or t…

cs.LG
arxiv.org
Your SaaS Is an Insurance Product: A Modeling Framework

Capped-usage SaaS products -- LLM subscriptions such as Claude Code and ChatGPT, cloud platforms such as Vercel and Cloudflare Workers, corporate benefit platforms, identity-verification services with liability transfer -- share a structural signature with insurance products: a fixed premium decoupl…

cs.LG q-fin.RM stat.ML
arxiv.org
Training Neural Networks with Optimal Double-Bayesian Learning

Backpropagation with gradient descent is a common optimization strategy employed by most neural network architectures in machine learning. However, finding optimal hyperparameters to guide training has proven challenging. While it is widely acknowledged that selecting appropriate parameters is cruci…

cs.LG cs.AI cs.NE
arxiv.org
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization

A central challenge to many fields of science and engineering involves minimizing non-convex error functions over continuous, high dimensional spaces. Gradient descent or quasi-Newton methods are almost ubiquitously used to perform such minimizations, and it is often thought that a main source of di…

cs.LG math.OC stat.ML
arxiv.org
Misconceptions on Effective Field Theories and spontaneous symmetry breaking: Response to Ellis' article

In an earlier paper~\cite{Luu:2019jmb} we discussed emergence from the context of effective field theories, particularly as related to the fields of particle and nuclear physics. We argued on the side of reductionism and weak emergence. George Ellis has critiqued our exposition in~\cite{Ellis:2020vi…

physics.hist-ph hep-ph nucl-th
arxiv.org
75 Years of the Wavefunction: Complex-Dynamical Extension of the Original Wave Realism and the Universal Schroedinger Equation

Following Max Planck's hypothesis of quanta (quant-ph/0012069) and the matter wave idea of Louis de Broglie (quant-ph/9911107), Erwin Schroedinger proposed, at the beginning of 1926, the concept of wavefunction and wave equation for it. Though endowed with a realistic undular interpretation by its f…

quant-ph nlin.CD physics.hist-ph
arxiv.org
New Difficulties for the Past Hypothesis

Many macroscopic physical processes are known to occur in a time-directed way despite the apparent time-symmetry of the known fundamental laws. A popular explanation is to postulate an unimaginably atypical state for the early universe -- a "Past Hypothesis" (PH) -- that seeds the time-asymmetry fro…

physics.hist-ph
semanticscholar.org
Future Physics Programme of BESIII

There has recently been a dramatic renewal of interest in hadron spectroscopy and charm physics. This renaissance has been driven in part by the discovery of a plethora of charmonium-like XYZ states at BESIII and B factories, and the observation of an intriguing proton-antiproton threshold enhanceme…

semanticscholar.org
Observation of a Near-Threshold Structure in the K^{+} Recoil-Mass Spectra in e^{+}e^{-}→K^{+}(D_{s}^{-}D^{*0}+D_{s}^{*-}D^{0}).

We report a study of the processes of e^{+}e^{-}→K^{+}D_{s}^{-}D^{*0} and K^{+}D_{s}^{*-}D^{0} based on e^{+}e^{-} annihilation samples collected with the BESIII detector operating at BEPCII at five center-of-mass energies ranging from 4.628 to 4.698 GeV with a total integrated luminosity of 3.7?…