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Towards Explainable Ai On Graph Neural Networks: Xaig, Jiaxing Zhang May 2025

Towards Explainable Ai On Graph Neural Networks: Xaig, Jiaxing Zhang

Dissertations

In the evolving landscape of artificial intelligence (AI), Graph Neural Networks (GNNs) have garnered growing prominence for their adeptness in processing graph-structured data. Despite this, the interpretability of their predictions often remains elusive. The demand for transparency and explainability in complex prediction models has reached unprecedented levels. To address this, post-hoc instance-level explanation techniques have emerged, aiming to unveil the rationale behind GNN predictions. These techniques endeavor to unearth substructures that elucidate the predictive behavior of trained GNNs.

This dissertation embarks on an exploration of Explainable AI (XAI) technologies within the realm of GNNs. Amid the challenges posed by the …


A Novel Framework For Dynamic Graph Representation Learning With Mamba, Ashish Pandey May 2025

A Novel Framework For Dynamic Graph Representation Learning With Mamba, Ashish Pandey

Theses

Dynamic graph embedding is a key technique for modeling temporal dependencies in evolving networks. While transformer-based models perform well, their quadratic complexity limits scalability on long graph sequences. This thesis compares transformer approaches with the Mamba architecture-a linear-complexity state-space model—for temporal graph embedding.

Two frameworks are proposed: DG-Mamba and GDG-Mamba. DG-Mamba uses standard GCN-based spatial encoding, while GDG-Mamba incorporates domain-aware edge features using Graph Isomorphism Network with Edge Convolution (GraphGINE). Experiments on UCI, Reality Mining, Slashdot, Bitcoin-OTC, and SBM datasets show that Mamba-based models match or exceed transformer performance, especially on graphs with high temporal variability.

The thesis also applies …


Interaction Of Liquid Phase Diisopropyl Methyl Phosphonate (Dimp) With Material Surrogates For Components Of Soil And Combustion Products Of Metal Fuels, Khushi Sunil Patel May 2025

Interaction Of Liquid Phase Diisopropyl Methyl Phosphonate (Dimp) With Material Surrogates For Components Of Soil And Combustion Products Of Metal Fuels, Khushi Sunil Patel

Theses

Combustion products of three different Al-based materials, Al-CaCO3, Al-SiO2, and Al-Fe2O3 , have been produced to understand their interaction with liquid diisopropyl methyl phosphonate (DIMP), a surrogate for chemical weapon agents. The purpose of this is to see which materials were more effective at DIMP adsorption and decomposition at different temperatures. Prepared materials were characterized using electron microscopy, x-ray powder diffraction, and nitrogen adsorption. Prepared powders were submerged in DIMP and heated in a thermal analyzer, tracking the mass changes as a function of temperature. Surfaces of the recovered materials were studied using …


Gamified Gait Rehabilitation Via Real-Time Biofeedback And Adaptive Hip-Exoskeleton Control, Mariya Huzaifa Tohfafarosh May 2025

Gamified Gait Rehabilitation Via Real-Time Biofeedback And Adaptive Hip-Exoskeleton Control, Mariya Huzaifa Tohfafarosh

Theses

Gait impairments arise from systemic diseases, age-related degeneration, musculoskeletal dysfunctions, or neurological conditions. While traditional rehabilitation can be effective, they often face challenges such as high costs, inaccessibility, and low patient engagement. To address these challenges, my work introduces a virtual reality-based rehabilitation (VRBR) system, integrating real-time motion and electromyographic (EMG) muscle activation feedback with a gamified virtual environment for enhanced adaptability and engagement. The system includes a custom-designed hip-exoskeleton that provides adaptive spring-like assistance or resistance, supporting both mobility-impaired users and strength training. Assistance levels can be tuned to match the user's progress. Additionally, a custom pressure insole was …


Ce 321 - 141: Water Resources Engr, Nicole Delmonaco May 2025

Ce 321 - 141: Water Resources Engr, Nicole Delmonaco

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 332 -142: Structural Analysis, Avinash Prasad May 2025

Ce 332 -142: Structural Analysis, Avinash Prasad

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 341 - 141: Soil Mechanics Lab, Andrew Ciancia May 2025

Ce 341 - 141: Soil Mechanics Lab, Andrew Ciancia

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 341a -141: Soil Mechanics Lab, Ayodeji Aderibigbe May 2025

Ce 341a -141: Soil Mechanics Lab, Ayodeji Aderibigbe

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 431 - 141: Steel Design, Avinash Prasad May 2025

Ce 431 - 141: Steel Design, Avinash Prasad

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 432 - 141: Steel Design, Rajendra Navalurkar May 2025

Ce 432 - 141: Steel Design, Rajendra Navalurkar

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 461 - 131: Professional Practice In Cee, Avinash Prasad May 2025

Ce 461 - 131: Professional Practice In Cee, Avinash Prasad

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 495 - 141, Hm1: Civil Engr Design Ii, Joseph Baladi May 2025

Ce 495 - 141, Hm1: Civil Engr Design Ii, Joseph Baladi

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 495 - 142, Hm1: Civil Engr Design Ii, Joseph Baladi May 2025

Ce 495 - 142, Hm1: Civil Engr Design Ii, Joseph Baladi

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 611 - 850: Proj Planning & Control, Muhammad Elgammal May 2025

Ce 611 - 850: Proj Planning & Control, Muhammad Elgammal

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 615 - 850: Infrastructure & Fac Rem, Giri Venkiteela May 2025

Ce 615 - 850: Infrastructure & Fac Rem, Giri Venkiteela

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 632 - 850: Design Of Prestressed Conct Struct?, Anthony Massari May 2025

Ce 632 - 850: Design Of Prestressed Conct Struct?, Anthony Massari

Civil and Environmental Engineering Syllabi

No abstract provided.


Mech 236 - 112: Dynamics, Mohamed Mahgoub May 2025

Mech 236 - 112: Dynamics, Mohamed Mahgoub

Civil and Environmental Engineering Syllabi

No abstract provided.


Mech 236 - 122: Dynamics, Mohamed Mahgoub May 2025

Mech 236 - 122: Dynamics, Mohamed Mahgoub

Civil and Environmental Engineering Syllabi

No abstract provided.


Mech 237 - 141: Strength Of Materials, Geraldine Milano May 2025

Mech 237 - 141: Strength Of Materials, Geraldine Milano

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 333 - 141: Reinforced Concrete Design, Tai Luu May 2025

Ce 333 - 141: Reinforced Concrete Design, Tai Luu

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 614 - 850: Underground Construction, Alan Slaughter May 2025

Ce 614 - 850: Underground Construction, Alan Slaughter

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 494 - 141: Civil Engr Design I, Joseph Baladi May 2025

Ce 494 - 141: Civil Engr Design I, Joseph Baladi

Civil and Environmental Engineering Syllabi

No abstract provided.


Tran 603-850: Traffic Stud & Capac Analysis, Dejan Besenski May 2025

Tran 603-850: Traffic Stud & Capac Analysis, Dejan Besenski

Civil and Environmental Engineering Syllabi

No abstract provided.


Mech 237 - 142, 143: Strength Of Materials, Eduardo Castro May 2025

Mech 237 - 142, 143: Strength Of Materials, Eduardo Castro

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 260 - 041: Civil Engineerng Methods, Stephanie Santos May 2025

Ce 260 - 041: Civil Engineerng Methods, Stephanie Santos

Civil and Environmental Engineering Syllabi

No abstract provided.


Ene 262 - 011: Intro To Environmental Engr, Taha Marhaba May 2025

Ene 262 - 011: Intro To Environmental Engr, Taha Marhaba

Civil and Environmental Engineering Syllabi

No abstract provided.


Ce 610 - 850: Construction Mgt, Chrissa Roessner May 2025

Ce 610 - 850: Construction Mgt, Chrissa Roessner

Civil and Environmental Engineering Syllabi

No abstract provided.


Commencement: Conferral Of Baccalaureate Degrees May 21, 2025, New Jersey Institute Of Technology May 2025

Commencement: Conferral Of Baccalaureate Degrees May 21, 2025, New Jersey Institute Of Technology

Commencement Programs

Program for the commencement conferral of Baccalaureate degrees. The ceremony took place on Wednesday, May 21, 2025.


Commencement: Conferral Of Doctoral Degrees May 19, 2025, New Jersey Institute Of Technology May 2025

Commencement: Conferral Of Doctoral Degrees May 19, 2025, New Jersey Institute Of Technology

Commencement Programs

Program for the commencement conferral of Doctoral degrees. The ceremony took place on Monday, May 19, 2025.


Commencement: Conferral Of Master’S Degrees May 19, 2025, New Jersey Institute Of Technology May 2025

Commencement: Conferral Of Master’S Degrees May 19, 2025, New Jersey Institute Of Technology

Commencement Programs

Program for the commencement conferral of Masters degrees. The ceremony took place on Monday, May 19, 2025.