Image de couverture de livre

Explainable AI for Jet Tagging: A Comparative Study of GNNExplainer, GNNShap, and GradCAM for Jet Tagging in the Lund Jet Plane

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Patel, Pahal D., Ganguly, Sanmay
Format:	Preprint
Publié:	2026
Sujets:	High Energy Physics - Phenomenology Machine Learning High Energy Physics - Experiment
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Dissecting Jet-Tagger Through Mechanistic Interpretability
par: Rai, Saurabh, et autres
Publié: (2026)

The Pareto Frontier of Resilient Jet Tagging
par: Gambhir, Rikab, et autres
Publié: (2025)

E-PCN: Jet Tagging with Explainable Particle Chebyshev Networks Using Kinematic Features
par: Islam, Md Raqibul, et autres
Publié: (2025)

Particle Transformer for Jet Tagging
par: Qu, Huilin, et autres
Publié: (2022)

Interpreting Transformers for Jet Tagging
par: Wang, Aaron, et autres
Publié: (2024)

SURFing to the Fundamental Limit of Jet Tagging
par: Pang, Ian, et autres
Publié: (2025)

Neural Scaling Laws for Boosted Jet Tagging
par: Vigl, Matthias, et autres
Publié: (2026)

The Fundamental Limit of Jet Tagging
par: Geuskens, Joep, et autres
Publié: (2024)

Particle Multi-Axis Transformer for Jet Tagging
par: Usman, Muhammad, et autres
Publié: (2024)

PCN: A Deep Learning Approach to Jet Tagging Utilizing Novel Graph Construction Methods and Chebyshev Graph Convolutions
par: Semlani, Yash, et autres
Publié: (2023)

Jet Image Tagging Using Deep Learning: An Ensemble Model
par: Bassa, Juvenal, et autres
Publié: (2025)

Jet Tagging with More-Interaction Particle Transformer
par: Wu, Yifan, et autres
Publié: (2024)

Machine Learning-Based b-Jet Tagging in pp Collisions at $\sqrt{s}=13$ TeV
par: Hassan, Hadi, et autres
Publié: (2025)

JetFormer: A Scalable and Efficient Transformer for Jet Tagging from Offline Analysis to FPGA Triggers
par: Zheng, Ruoqing, et autres
Publié: (2026)

Stable and Interpretable Jet Physics with IRC-Safe Equivariant Feature Extraction
par: Konar, Partha, et autres
Publié: (2025)

Aspen Open Jets: Unlocking LHC Data for Foundation Models in Particle Physics
par: Amram, Oz, et autres
Publié: (2024)

Topology-Informed Jet Tagging using Persistent Homology
par: Mittal, Saurav
Publié: (2026)

Jet Rotational Metrics
par: Romero, Alexis, et autres
Publié: (2023)

Jet Classification Using High-Level Features from Anatomy of Top Jets
par: Furuichi, Amon, et autres
Publié: (2023)

Machine Learning Based Top Quark and W Jet Tagging to Hadronic Four-Top Final States Induced by SM as well as BSM Processes
par: Kvita, Jiří, et autres
Publié: (2025)

Application of Machine Learning Based Top Quark and W Jet Tagging to Hadronic Four-Top Final States Induced by SM and BSM Processes
par: Kvita, Jiří, et autres
Publié: (2024)

Sub-microsecond Transformers for Jet Tagging on FPGAs
par: Laatu, Lauri, et autres
Publié: (2025)

From Information Geometry to Jet Substructure: A Triality of Cumulant Tensors, Energy Correlators, and Hypergraphs
par: Bal, Aritra, et autres
Publié: (2026)

Learning Symmetry-Independent Jet Representations via Jet-Based Joint Embedding Predictive Architecture
par: Katel, Subash, et autres
Publié: (2024)

Lund Plane to Bloch (LP2B) Encoding for Object and Polarization Tagging with Quantum Jet Substructure
par: Napolitano, Fabrizio, et autres
Publié: (2026)

Model-Agnostic Tagging of Quenched Jets in Heavy-Ion Collisions
par: Qureshi, Umar Sohail, et autres
Publié: (2024)

Jets at electron-positron colliders
par: Stagnitto, Giovanni
Publié: (2025)

Generative Unfolding of Jets and Their Substructure
par: Petitjean, Antoine, et autres
Publié: (2025)

Neural Scaling Laws for Jet Generation
par: Amram, Oz, et autres
Publié: (2026)

Fast Jet Finding in Julia
par: Ganguly, Graeme Andrew Stewart. Sanmay, et autres
Publié: (2025)

B-Jet Tagging with Retentive Networks: A Novel Approach and Comparative Study
par: Guvenli, Ayse Asu, et autres
Publié: (2024)

Self-Supervised Learning Strategies for Jet Physics
par: Rieck, Patrick, et autres
Publié: (2025)

Jet Reconstruction with Mamba Networks in Collider Events
par: Li, Jinmian, et autres
Publié: (2025)

Economical Jet Taggers -- Equivariant, Slim, and Quantized
par: Petitjean, Antoine, et autres
Publié: (2025)

Towards Tensor Network Models for Low-Latency Jet Tagging on FPGAs
par: Coppi, Alberto, et autres
Publié: (2026)

OmniJet-$α_C$: Learning point cloud calorimeter simulations using generative transformers
par: Birk, Joschka, et autres
Publié: (2025)

JEDI-linear: Fast and Efficient Graph Neural Networks for Jet Tagging on FPGAs
par: Que, Zhiqiang, et autres
Publié: (2025)

Probing SMEFT Operators through $t\bar{t}t\bar{t}$ Production with Hyper-Graph Neural Networks at the LHC
par: Subba, Amir, et autres
Publié: (2026)

Spatially Aware Linear Transformer (SAL-T) for Particle Jet Tagging
par: Wang, Aaron, et autres
Publié: (2025)

Precision Jet Substructure of Boosted Boson Decays with Energy Correlators
par: Gao, Anjie, et autres
Publié: (2026)