Model Drift

Preprints revealing inconsistencies, weak fits, or unexplained anomalies in dominant models—early signs of conceptual stress within the current framework.

AI in Universities: The Good, the Bot, and the Ugly Truths

URL https://www.researchsquare.com/article/rs-6883202/v1.pdf Stage Model Drift Paradigm framing The paradigm of the preprint revolves around the integration of Artificial Intelligence (AI) in higher education, specifically focusing on its impact on teaching, learning, and administrative functions. This encompasses the shift towards personalized learning, enhanced efficiency, and improved campus management through the use of AI-powered tools. Highlights The […]

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MARS: Processing-In-Memory Acceleration of Raw Signal Genome Analysis Inside the Storage Subsystem

URL https://arxiv.org/pdf/2506.10931.pdf Stage Model Drift Paradigm framing The preprint operates within the established paradigm of genome analysis, which traditionally involves basecalling followed by read mapping. However, it addresses the limitations of this paradigm by proposing in-storage processing of raw signals, representing a departure from the conventional approach of relying on CPU/GPU-based acceleration of individual steps

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Laser Stabilised Ionising Transitions

URL https://arxiv.org/pdf/2506.10183.pdf Stage Model Drift Paradigm framing The dominant paradigm is the Fano model of bound-to-continuum transitions and resonant fluorescence. The preprint introduces a drift by demonstrating the emergence of a novel metastable state under resonant pumping. Highlights The preprint operates within the established paradigm of Fano's theory of bound-to-continuum transitions and utilizes resonant fluorescence

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The quantum theory of the electromagnetic field in the Weyl-Wigner representation as a local realistic model

URL https://arxiv.org/pdf/2506.10023.pdf Stage Model Drift / Model Crisis Paradigm framing The preprint challenges the dominant paradigm of quantum mechanics, specifically the interpretation of entangled photon pairs and the nature of the vacuum. It sits within the paradigm of local realism but questions the completeness of Bell's theorem, thus challenging both existing paradigms simultaneously. Highlights The

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A Plasma Torus Around a Young Low-Mass Star

URL https://arxiv.org/pdf/2506.09116.pdf Stage Model Drift Paradigm framing The preprint operates within the paradigm of stellar magnetism and its influence on circumstellar material. This paradigm assumes that magnetic fields play a key role in shaping the environment around stars, especially young, rapidly rotating ones. Highlights This preprint presents evidence for a plasma torus around a young,

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Generative Knowledge Production Pipeline Driven by Academic Influencers

URL https://arxiv.org/pdf/2505.24681.pdf Stage Model Drift / Model Crisis Paradigm framing The preprint focuses on the paradigm of academic knowledge production, specifically addressing the integration of generative AI, particularly ChatGPT, into research workflows and publication processes. It examines the dynamic interplay between established academic integrity norms and the transformative potential of AI-driven tools, highlighting the role

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Quantifying sulfur speciation in magmatic-hydrothermal fluids

URL https://arxiv.org/pdf/2506.08598.pdf Stage Model Drift Paradigm framing The paradigm could be framed as the thermodynamic framework used for modeling sulfur speciation in magmatic-hydrothermal fluids, specifically the role and properties of the trisulfur radical ion ([S3]-). The contested point is the validity of existing thermodynamic data and the interpretation of Raman spectra, which impacts the understanding

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Happiness Finder: Exploring the Role of AI in Enhancing Well-Being During Four-Leaf Clover Searches

URL https://arxiv.org/pdf/2506.07393.pdf Stage Normal Science / Model Drift Paradigm framing The paradigm framing of the preprint is Human-Computer Interaction (HCI) and Positive Computing, specifically focusing on the intersection of AI, well-being, and the experience of search. It operates within the existing paradigm of using technology to enhance human experiences, but with a nuanced approach towards

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What is the Quark-Gluon Plasma made of?

URL https://arxiv.org/pdf/2506.07181.pdf Stage Model Drift Paradigm framing The current paradigm considers the quark-gluon plasma (QGP) as a strongly coupled liquid-like state composed of short-lived quasiparticles. This preprint evaluates the existing paradigm using both perturbative and non-perturbative methods including hard-thermal loop perturbation theory, lattice QCD, and the functional renormalization group. Highlights This preprint surveys the current

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Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

URL https://arxiv.org/pdf/2409.04109.pdf Stage Model Drift Paradigm framing The preprint operates within the established paradigm of using large language models (LLMs) for various Natural Language Processing (NLP) tasks, including idea generation. It specifically addresses the emergent area of research ideation using LLMs, an area still solidifying its own potential paradigms. Highlights This preprint presents a large-scale

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