Conveners
Morning Talks
- Mihoko Nojiri (IPNS, KEK)
Morning Talks
- Tianji Cai (SLAC)
Morning Talks
- Vinicius Mikuni (NERSC, Berkeley Lab)
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Taikan Suehara (ICEPP, The University of Tokyo)25/02/2025, 09:30
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Manqi Ruan (IHEP)25/02/2025, 11:00
Hadronic events are the bulk part of physics events at future electron-positron Higgs factories. For instance, 97% of ZH signal decays into the final state with jets, while the majority are actually full hadronic events. Therefore, an efficient reconstruction of those hadronic events is critical for the physics exploration at the future Higgs factory, and, actually the entire high-energy...
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Ahmed Hammad (KEK)26/02/2025, 09:30
Attention-based Transformer networks have become increasingly prominent in collider analysis, delivering superior performance in tasks such as jet tagging. However, their high computational demands and substantial data requirements pose significant challenges. In this talk, I will explore the role of Transformer networks in LHC analysis, focusing on various attention mechanisms, including...
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Vinicius Mikuni (NERSC, Berkeley Lab)26/02/2025, 11:00
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Sung Hak Lim (IBS CTPU-PTC)27/02/2025, 09:30
Recent advances in machine learning (ML), particularly neural density estimation like normalizing flows, diffusion models, and flow matching, have opened new doors for high-precision, model-independent density estimation. These techniques are highly valuable for galactic dynamics studies, as they allow us to estimate the distribution of stars in phase space (position and velocity) without...
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Marco Meyer-Conde (Tokyo City University)27/02/2025, 11:00
Gravitational Wave (GW) Physics has entered a new Multi-Messenger Astronomy (MMA) era, marked by increasing detections from GW observatories led by LIGO, Virgo, and KAGRA collaborations. This presentation will introduce the KAGRA experiment and explore the transformative role of machine learning (ML) in GW data analysis — some successful ML key applications, among which glitch identification,...
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Jong-Hyun Yoon (Chungnam National University)27/02/2025, 11:30
In physics, while analytical calculations remain appealing, there are situations where the use of computers becomes indispensable. A straightforward example is the three-body problem, where even the interactions of just three bodies are challenging to solve analytically. This necessity is similarly evident in studies of the early universe. Understanding the dynamics of the inflaton requires...
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