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HLXiON δ Ω Intent Σ Logic Ψ Synth Π Reason Γ Memory Processing: math.GT
iON AI Synthesis
The search results for "math.GT" (Geometric Topology) do not directly relate to this field. Instead, they cover a variety of topics including differential similarity in higher-dimensional spaces, self-supervised learning in AI, reasoning in large language models, non-deterministic aspects of physics theories, and spinor algebra related to Thomas precession. These topics are more aligned with machine learning, AI, and physics rather than geometric topology.
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arxiv.org
Differential Similarity in Higher Dimensional Spaces: Theory and Applications

This paper presents an extension and an elaboration of the theory of differential similarity, which was originally proposed in arXiv:1401.2411 [cs.LG]. The goal is to develop an algorithm for clustering and coding that combines a geometric model with a probabilistic model in a principled way. For si…

cs.LG stat.ML
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
semanticscholar.org
DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning

General reasoning represents a long-standing and formidable challenge in artificial intelligence (AI). Recent breakthroughs, exemplified by large language models (LLMs)1,2 and chain-of-thought (CoT) prompting3, have achieved considerable success on foundational reasoning tasks. However, this success…

arxiv.org
A Class of Deductive Theories that cannot be Deterministic: Classical and Quantum Physics are not deterministic

The problem of the determinism of Quantum Mechanics has been a main one during the 20th century. At the same time, in the context of Logic and Set Theory, the importance of ancient paradoxes as well as the appearance of many new ones, has shed light on and deeply influenced the foundations of Mathem…

physics.gen-ph quant-ph
arxiv.org
Thomas precession angle and spinor algebra

See math-ph/0205036 for an expanded version.…

physics.class-ph physics.gen-ph
arxiv.org
Superluminal Group Velocity of Neutrinos : Review, Development and Problems

The purpose of this paper is both to provide mathematical reinforcements to the paper [Mecozzi and Bellini : arXiv:1110.1253 [hep-ph]] by taking decoherence into consideration and to present some important problems related. We claim that neutrinos have superluminality as a latent possibility.…

physics.gen-ph hep-ph
arxiv.org
Unobservable Potentials to Explain a Quantum Eraser and a Delayed-Choice Experiment

We present a new explanation for a quantum eraser. Mathematical description of the traditional explanation needs quantum-superposition states. However, the phenomenon can be explained without quantum-superposition states by introducing unobservable potentials which can be identified as an indefinite…

physics.gen-ph
arxiv.org
hep-th

We apply techniques in natural language processing, computational linguistics, and machine-learning to investigate papers in hep-th and four related sections of the arXiv: hep-ph, hep-lat, gr-qc, and math-ph. All of the titles of papers in each of these sections, from the inception of the arXiv unti…

cs.CL hep-th
arxiv.org
A General Equilibrium Theorem for the Economy of Giving

In [1] we presented a model for transactions when goods are given away in the expectation of a later settlement. In settings where people keep track of their social accounts we were able to redefine concepts like account balance, yield curve and the law of diminishing returns. In this paper we estab…

q-fin.GN
arxiv.org
Quantum Mechanics: Bell and Quantum Entropy for the Classroom

In this article we are willing to give some first steps to quantum mechanics and a motivation of quantum mechanics and its interpretation for undergraduate students not from physics. After a short historical review in the development we discuss philosophical, physical and mathematical interpretation…

physics.hist-ph physics.ed-ph