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Not all solutions are created equal: An analytical dissociation of functional and representational similarity in deep linear neural networks

arXiv:2609.38998v1 Announce Type: new Abstract: A foundational principle of connectionism is that perception, action, and cognition emerge from parallel computations among simple, interconnected units

model-releasesarxiv-cs-lg

1 Oct 2026

Search: “interconnects”

A Physics-Guided Transformer Framework for Electromigration Analysis in Multi-Segment Interconnects

Dirac-Interconnected Neural Elements: Discovering Modularity in Physical Systems Without Reduction

The Transformer Revolution, Part 1: Dynamic Processing through Output- Weight Interconnections

OpenAgenet/OAN: Open Infrastructure for Trusted Agent Interconnection

ULTRADISCOVERY: Abductive Exploration in an Interconnected, Epistemically Open Universe

InterHier: Learning Interconnected Hierarchical Semantics for Open-Vocabulary Object Detection

Grasping by interconnection: robust closing motions from coarse object templates

The Phantom of PCIe: Constraining Generative Artificial Intelligences for Practical Peripherals Trace Synthesizing

Model-Based and Data-Driven Hierarchical Control and Topology Co-Design for Robust Networked Systems

NoLoCo: No-all-reduce Low Communication Training Method for Large Models

Diagnosing Overhead in Dispatch Operations: Cross-architecture Observatory

Buffer-Parameterized Machine Learning Surrogate Models for Cross-Technology Signal Integrity Analysis and Optimization

SFlexRCA: Lightweight, Scalable, and Flexible Root Cause Analysis for IIoT Edge Systems

Not all solutions are created equal: An analytical dissociation of functional and representational similarity in deep linear neural networks

ContraVis: Evidence-Grounded Visual Analytics for Contradiction Review in Legal Contracts

EMA: Elastic and Performance Transparent Memory Across GPUs

Clustering-Based Collective Anomaly Detection in IoT Systems: A Graph Neural Network Approach

Uncertainty and Business-Aware Remaining Useful Life Estimation for Semiconductor Manufacturing

Estimating Inconsistency Response Surfaces under Uncertainty in Cyber-Physical System Development

Tri-Band Channel Measurement-Enabled Multi-Layer Digital Twin for Terahertz Wireless Data Centers

Automating the Detection of Requirement Dependencies Using Large Language Models

Mind Viruses: Self-Propagating Ideas in Multi-Agent LLM Systems

Towards Autonomous Aircraft Surveillance from Nanosatellites through On-Board Inference and Generative Data Augmentation

ParasGB: A Graph Benchmark Suite for Parasitic Estimation on AMS Circuits

Context-Aware Synthesis of Optimization Pipelines for Warehouse Optimization

A statistical physics framework for optimal learning

Model Context Protocols in Adaptive Transport Systems: A Survey

Beyond Vector Similarity: A Structural Analysis of Graph-Augmented Retrieval for Industrial Knowledge Graphs

SocialCoach: Personalized Social Skill Learning with RL-based Agentic Tutoring and Practice

OpenAgenet/OAN: Technical Architecture for Trust-Governed Agent Identity and Discovery

FAWN: A MultiEncoder Fusion-Attention Wave Network for Integrated Sensing and Communication Indoor Scene Inference

Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees

Consent Chain Degradation in Embodied Multi-Agent Systems: Bridging the Gap Between AI Agent Governance and Robot Ethics

Will the Carbon Border Adjustment Mechanism Impact European Electricity Prices? A GNN-Based Network Analysis

NeuroAI and Beyond: Bridging Between Advances in Neuroscience and ArtificialIntelligence

Complex normalizing flows can be information Kahler-Ricci flows

Harnessing Photonics for Machine Intelligence

Working Paper: Towards Schema-based Learning from a Category-Theoretic Perspective

SatQNet: Satellite-assisted Quantum Network Entanglement Routing Using Directed Line Graph Neural Networks

SE-Enhanced ViT and BiLSTM-Based Intrusion Detection for Secure IIoT and IoMT Environments

Democratizing MoE inference on commodity GPUs with CoMoE

Causal discovery identifies pathways linking physical activity to dementia risk in the UK BioBank

Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems

Context-Aware System Synthesis, Task Assignment, and Routing

Formation Matrix and Energy-based Control of Multi-Agent Systems

Topology-Aware Data Movement for Disaggregated GPU Inference

UBEP: Re-architecting Expert Parallelism Communication Library for Production Superpods

Efficient Retrieval-Augmented Generation via Token Co-occurrence Graphs