Field-Mediated Semantic Organization in Large Language Models: Evidence for Quantum-Like Properties in Artificial Neural Systems

ReinforceAI/research Preprint 2025

Specifically, we demonstrate that Phi-2 exhibits strongly quantum-like transitions between personality states (adaptability score: 1. 00), while Phi-4-mini-instruct shows balanced quantum properties across all dimensions (LQPI score: 0. 54), Llama-3. 2-1B-Instruct displays superior topological protection of semantic content (coherence score: 0. 50) and gemma-3-1b-it shows predominantly classical computational properties (LQPI score: 0. 16).

Language Modeling Language Modelling

1
21 Mar 2025

Sonata: Self-Supervised Learning of Reliable Point Representations

facebookresearch/sonata 20 Mar 2025

In this paper, we question whether we have a reliable self-supervised point cloud model that can be used for diverse 3D tasks via simple linear probing, even with limited data and minimal computation.

 Ranked #1 on Semantic Segmentation on S3DIS (using extra training data)

3D Semantic Segmentation Self-Supervised Learning +1

80
20 Mar 2025

NeuralFoil: An Airfoil Aerodynamics Analysis Tool Using Physics-Informed Machine Learning

peterdsharpe/neuralfoil 20 Mar 2025

This work discusses the methodology and performance of NeuralFoil with several case studies, including a practical airfoil design optimization study including both aerodynamic and non-aerodynamic constraints.

Feature Engineering Physics-informed machine learning +2

184
20 Mar 2025

PromptHash: Affinity-Prompted Collaborative Cross-Modal Learning for Adaptive Hashing Retrieval

ShiShuMo/PromptHash 20 Mar 2025

Cross-modal hashing is a promising approach for efficient data retrieval and storage optimization.

Contrastive Learning Cross-Modal Retrieval +3

2
20 Mar 2025

AIMI: Leveraging Future Knowledge and Personalization in Sparse Event Forecasting for Treatment Adherence

ab9mamun/AIMI 20 Mar 2025

However, effective forecasting systems for treatment adherence based on wearable sensors are still not widely available.

0
20 Mar 2025

DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding

KyanChen/DynamicVis 20 Mar 2025

Motivated by the selective attention mechanisms inherent to the human visual system, we propose DynamicVis, a dynamic visual perception foundation model for remote sensing imagery.

6
20 Mar 2025

Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model

zhaochongan/coseg 20 Mar 2025

In this work, we introduce a GFS-PCS framework that synergizes dense but noisy pseudo-labels from 3D VLMs with precise yet sparse few-shot samples to maximize the strengths of both, named GFS-VL.

Language Modeling Language Modelling +2

80
20 Mar 2025

NuiScene: Exploring Efficient Generation of Unbounded Outdoor Scenes

3dlg-hcvc/NuiScene 20 Mar 2025

In this paper, we explore the task of generating expansive outdoor scenes, ranging from castles to high-rises.

Scene Generation

21
20 Mar 2025

Tokenize Image as a Set

Gengzigang/TokenSet 20 Mar 2025

This paper proposes a fundamentally new paradigm for image generation through set-based tokenization and distribution modeling.

Image Generation

75
20 Mar 2025

UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure Analysis

microsoft/comphrdoc 20 Mar 2025

Extensive experimental results demonstrate that our approach achieves state-of-the-art performance on a hierarchical document structure analysis benchmark, Comp-HRDoc, and competitive results on a large-scale document layout analysis dataset, DocLayNet, effectively illustrating the superiority of our method across all sub-tasks.

Document Layout Analysis Document Summarization +5

33
20 Mar 2025