activity
20202026
most citedCalorimetry with Deep Learning: Particle Simulation and Reconstruction for Collider Physics

108 citations · 127 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CV2026

3D Primitives are a Spatial Language for VLMs

Junze Liu, Kun Qian, Florian Dubost +8

Vision-language models (VLMs) exhibit a striking paradox: they can generate executable code that reconstructs a 3D scene from geometric primitives with correct object counts, class…

cs.IR2026

LLM Agents Enable User-Governed Personalization Beyond Platform Boundaries

Jiacheng Lin, Kun Qian, Arvind Srinivasan +15

Personalization today is fundamentally platform-centric: services build user representations from the behavioral fragments they observe. Yet no platform can construct a complete pi…

cs.CL2025

Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learning

Yimeng Zhang, Tian Wang, Jiri Gesi +14

Large Language Models (LLMs) have recently demonstrated strong potential in generating 'believable human-like' behavior in web environments. Prior work has explored augmenting trai…

hep-ex2024

Fast multi-geometry calorimeter simulation with conditional self-attention variational autoencoders

Dylan Smith, Aishik Ghosh, Junze Liu +2

The simulation of detector response is a vital aspect of data analysis in particle physics, but current Monte Carlo methods are computationally expensive. Machine learning methods,…

cs.LG2023

Machine Learning-Enhanced Prediction of Surface Smoothness for Inertial Confinement Fusion Target Polishing Using Limited Data

Antonios Alexos, Junze Liu, Akash Tiwari +5

In Inertial Confinement Fusion (ICF) process, roughly a 2mm spherical shell made of high density carbon is used as target for laser beams, which compress and heat it to energy leve…

physics.ins-det2023★ 10 cited

Generalizing to new geometries with Geometry-Aware Autoregressive Models (GAAMs) for fast calorimeter simulation

Junze Liu, Aishik Ghosh, Dylan Smith +2

Generation of simulated detector response to collision products is crucial to data analysis in particle physics, but computationally very expensive. One subdetector, the calorimete…