Imagen de Portada

JetFormer: A Scalable and Efficient Transformer for Jet Tagging from Offline Analysis to FPGA Triggers

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Zheng, Ruoqing, Sun, Chang, Liu, Qibin, Laatu, Lauri, Cox, Arianna, Maier, Benedikt, Tapper, Alexander, Coutinho, Jose G. F., Luk, Wayne, Que, Zhiqiang
Formato:	Preprint
Publicado:	2026
Materias:	Machine Learning High Energy Physics - Experiment
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Sub-microsecond Transformers for Jet Tagging on FPGAs
por: Laatu, Lauri, et al.
Publicado: (2025)

JEDI-linear: Fast and Efficient Graph Neural Networks for Jet Tagging on FPGAs
por: Que, Zhiqiang, et al.
Publicado: (2025)

JetFormer: An Autoregressive Generative Model of Raw Images and Text
por: Tschannen, Michael, et al.
Publicado: (2024)

Particle Transformer for Jet Tagging
por: Qu, Huilin, et al.
Publicado: (2022)

Interpreting Transformers for Jet Tagging
por: Wang, Aaron, et al.
Publicado: (2024)

HGQ-LUT: Fast LUT-Aware Training and Efficient Architectures for DNN Inference
por: Sun, Chang, et al.
Publicado: (2026)

Patch Hierarchical Attention Transformer for Efficient Particle Jet Tagging
por: Wang, Aaron, et al.
Publicado: (2026)

MetaML-Pro: Cross-Stage Design Flow Automation for Efficient Deep Learning Acceleration
por: Que, Zhiqiang, et al.
Publicado: (2025)

Jet Tagging with More-Interaction Particle Transformer
por: Wu, Yifan, et al.
Publicado: (2024)

Particle Multi-Axis Transformer for Jet Tagging
por: Usman, Muhammad, et al.
Publicado: (2024)

da4ml: Distributed Arithmetic for Real-time Neural Networks on FPGAs
por: Sun, Chang, et al.
Publicado: (2025)

LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics
por: Que, Zhiqiang, et al.
Publicado: (2022)

Fast Jet Tagging with MLP-Mixers on FPGAs
por: Sun, Chang, et al.
Publicado: (2025)

Explainable AI for Jet Tagging: A Comparative Study of GNNExplainer, GNNShap, and GradCAM for Jet Tagging in the Lund Jet Plane
por: Patel, Pahal D., et al.
Publicado: (2026)

The Fundamental Limit of Jet Tagging
por: Geuskens, Joep, et al.
Publicado: (2024)

Spatially Aware Linear Transformer (SAL-T) for Particle Jet Tagging
por: Wang, Aaron, et al.
Publicado: (2025)

Advancing the CMS Level-1 Trigger: Jet Tagging with DeepSets at the HL-LHC
por: Schaefer, Stella, et al.
Publicado: (2025)

The Pareto Frontier of Resilient Jet Tagging
por: Gambhir, Rikab, et al.
Publicado: (2025)

SURFing to the Fundamental Limit of Jet Tagging
por: Pang, Ian, et al.
Publicado: (2025)

Neural Scaling Laws for Boosted Jet Tagging
por: Vigl, Matthias, et al.
Publicado: (2026)

From Information Geometry to Jet Substructure: A Triality of Cumulant Tensors, Energy Correlators, and Hypergraphs
por: Bal, Aritra, et al.
Publicado: (2026)

Enhancing Trustworthiness with Mixed Precision: Benchmarks, Opportunities, and Challenges
por: Lu, Guanxi, et al.
Publicado: (2025)

Low-Latency FPGA Control System for Real-Time Neural Network Processing in CCD-Based Trapped-Ion Qubit Measurement
por: Lou, Binglei, et al.
Publicado: (2025)

Polyglot Jet Finding
por: Stewart, Graeme Andrew, et al.
Publicado: (2023)

Topology-Informed Jet Tagging using Persistent Homology
por: Mittal, Saurav
Publicado: (2026)

PanopTag: Simultaneously Tagging All Jets in a Particle Collision Event
por: Qureshi, Umar Sohail, et al.
Publicado: (2026)

Exploring FPGA designs for MX and beyond
por: Samson, Ebby, et al.
Publicado: (2024)

Faraday Wave Singularities Trigger Microbubble Jetting
por: Cattaneo, Marco, et al.
Publicado: (2025)

Model-Agnostic Tagging of Quenched Jets in Heavy-Ion Collisions
por: Qureshi, Umar Sohail, et al.
Publicado: (2024)

Jet Image Tagging Using Deep Learning: An Ensemble Model
por: Bassa, Juvenal, et al.
Publicado: (2025)

Design and FPGA Implementation of WOMBAT: A Deep Neural Network Level-1 Trigger System for Jet Substructure Identification and Boosted $H\rightarrow b\bar{b}$ Tagging at the CMS Experiment
por: Bileska, Mila
Publicado: (2025)

HGQ: High Granularity Quantization for Real-time Neural Networks on FPGAs
por: Sun, Chang, et al.
Publicado: (2024)

ASPO: Constraint-Aware Bayesian Optimization for FPGA-based Soft Processors
por: Wu, Haoran, et al.
Publicado: (2025)

Evaluating the Impact of Detector Design on Jet Flavor Tagging for Future Colliders
por: Ntounis, Dimitrios, et al.
Publicado: (2025)

Towards Tensor Network Models for Low-Latency Jet Tagging on FPGAs
por: Coppi, Alberto, et al.
Publicado: (2026)

Enthuse: Efficient Adaptable High-throughput Streaming Aggregation Engines
por: Papaphilippou, Philippos, et al.
Publicado: (2024)

The Latent Information Geometry of Jet Classification
por: Kuntz, Rebecca Maria, et al.
Publicado: (2026)

Scalable Time-Series Causal Discovery with Approximate Causal Ordering
por: Jiao, Ziyang, et al.
Publicado: (2024)

B-Jet Tagging with Retentive Networks: A Novel Approach and Comparative Study
por: Guvenli, Ayse Asu, et al.
Publicado: (2024)

Extrapolating Jet Radiation with Autoregressive Transformers
por: Butter, Anja, et al.
Publicado: (2024)