ML4HEP-V4 (In person at TIFR)

Name: ML4HEP-V4 (In person at TIFR)
Start: 2026-06-29T08:30:00+05:30
End: 2026-07-11T23:00:00+05:30
Location: TIFR, Mumbai

29 Jun 2026, 08:30 → 11 Jul 2026, 23:00 Asia/Kolkata

AG 66 (TIFR, Mumbai)

AG 66

TIFR, Mumbai

Monday, 29 June
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:00 → 09:30
  
  Registration 30m
- 09:30 → 10:15
  Inauguration
  
  Conveners: Atreyee Sinha (Tata Institute of Fundamental Research, Mumbai), Atreyee Sinha (TIFR, Mumbai), Mohamed Rameez (TIFR), Rajdeep Chatterjee (TIFR), Rajdeep Chatterjee (Tata Institute of Fundamental Research), Shilpi Jain (TIFR, Mumbai), Tuhin Roy (TIFR)
  - 09:30
    
    Welcome on behalf of NSF and DHEP 15m
    
    Speaker: Gobinda Majumder (TIFR)
  - 09:45
    
    About the school 15m
    
    Speaker: Satyaki Bhattacharya (SINP)
    
    ML4HEP 2026 TIFR.pdf
  - 10:00
    
    Logistic Information 10m
    
    Logistics_ML4HEP.pdf
- 10:15 → 11:30
  
  Tea break 1h 15m
- 11:30 → 13:00
  
  Statistics 1h 30m
  
  Speaker: Satyaki Bhattacharya
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Statistics/Tutorial 1h 30m
  
  Speakers: Sambit Sarkar (Tata Institute of Fundamental Research, Mumbai, India), Satyaki Bhattacharya
- 16:00 → 16:30
  
  Tea break 30m
- 16:30 → 18:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 18:30 → 19:30
  
  GNN 1h
  
  Speaker: Sanmay Ganguly
Tuesday, 30 June
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  GNN 1h 30m
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Statistics 1h 30m
  
  Speaker: Satyaki Bhattacharya
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Statistics/Tutorial 1h 30m
  
  Speakers: Sambit Sarkar (Tata Institute of Fundamental Research, Mumbai, India), Satyaki Bhattacharya
- 18:15 → 18:55
  
  Special Lecture on ML in Astrophysics 40m
  
  Speaker: Sharavan Hanasoge
Wednesday, 1 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  Lunch Break 1h 30m
- 13:00 → 14:30
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 14:30 → 16:00
  
  Statistics 1h 30m
  
  Speaker: Satyaki Bhattacharya
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Statistics/Tutorial 1h 30m
  
  Speakers: Sambit Sarkar (Tata Institute of Fundamental Research, Mumbai, India), Satyaki Bhattacharya
- 18:15 → 18:55
  
  Special talk on ML in Condensed Matter 40m
  
  Speaker: Bahadur Singh
Thursday, 2 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 11:00 → 11:30
  
  Tea break 30m
- 11:30 → 13:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 13:00 → 14:30
  
  Lunch break 1h 30m
- 14:30 → 16:00
  
  Statistics 1h 30m
  
  Speaker: Satyaki Bhattacharya
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Statistics Tutorial 1h 30m
  
  Speakers: Sambit Sarkar (Tata Institute of Fundamental Research, Mumbai, India), Satyaki Bhattacharya
- 18:15 → 18:55
  
  Special talk on Concepts and development of ML algorithms (from CS dept) 40m
  
  Speaker: Piyush Srivastava (TIFR)
Friday, 3 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  GNN 1h 30m
  
  Speaker: Sanmay Ganguly
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  GNN/Tutorial on IceCube 1h 30m
  
  Speakers: Ashish Narayan (TIFR), Ashish Narayan (TIFR), Sanmay Ganguly
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Statistics 1h 30m
  
  Speaker: Satyaki Bhattacharya
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Statistics/Tutorial 1h 30m
  
  Speakers: Sambit Sarkar (Tata Institute of Fundamental Research, Mumbai, India), Satyaki Bhattacharya
- 18:15 → 18:55
  
  Special talk on ML in Biology 40m
  
  Speaker: Sundar Naganathan
Saturday, 4 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  Generative Models 1h 30m
  
  Speaker: Liv Helen Vage
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  Generative models 1h 30m
  
  Speaker: Liv Helen Vage
- 13:00 → 14:30
  
  Lunch Break 1h 30m
- 14:30 → 16:00
  
  Generative Models 1h 30m
  
  Speaker: Liv Helen Vage
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Generative Models 1h 30m
  
  Speaker: Liv Helen Vage
Sunday, 5 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 09:29
  
  Free day 23h 59m
Monday, 6 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  SBI/Normalizing Flow 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
  
  Lectures 1 and 2
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  SBI/Normalizing Flow 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
  
  Tutorial
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Generative Models 1h 30m
  
  Speaker: Liv Helen Vage
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Generative Models 1h 30m
  
  Speaker: Liv Helen Vage
- 18:30 → 19:30
  
  GNN (PDF fitting) 1h
  
  Speaker: Sanmay Ganguly
  
  TIFR_PDF-Fitting_2026.pdf
Tuesday, 7 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
  
  Lectures 3 and 4
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
  
  Google Colab version of the tutorial
- 13:00 → 14:30
  
  Lunch Break 1h 30m
- 14:30 → 16:00
  
  From classifiers to foundation models: Representation learning for jet physics 1h 30m
  
  Speaker: Cyrin Neeraj (IISER, Thiruvananthapuram)
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Discussion on workshop projects 1h 30m
  
  Speakers: Akanksha Bhardwaj, Liv Helen Vage, Rajdeep Chatterjee (TIFR), Rajdeep Chatterjee (Tata Institute of Fundamental Research), Sanmay Ganguly, Saranya Ghosh, Subhadip Mitra
  
  group1_Generative_project_intro.pdf
  
  group2_HGCAL Tutorial ML4HEP V4 TIFR.pdf
  
  Group 3
  
  group4_ML_Project_TIFR_2026.pdf
  
  group5_ML4HEPworkshopExercise.pdf
  
  group6_TIFR_AB_PYSR_Workshop.pdf
  
  group7_ML4HEP v4 TIFR-1.pdf
  
  Groups for ML4HEP workshop - Sheet3.pdf
  
  TIFR_AB_PYSR_Workshop.pdf
- 18:15 → 18:55
  
  Special talk on ML in Chemistry 40m
  
  Speaker: Amartya Bose
Wednesday, 8 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
  
  Madminer paper
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Differentiable Programing 1h 30m
  
  Speaker: Soumak Maitra
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Differentiable Programing 1h 30m
  
  Speaker: Soumak Maitra
- 18:15 → 18:55
  
  A Random Walk Through Deep Learning and Astronomy 40m
  
  Speaker: Prof. Ajit Kembhavi
Thursday, 9 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 11:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
- 11:00 → 11:30
  
  Tea Break 30m
- 11:30 → 13:00
  
  SBI/Normalizing Flows 1h 30m
  
  Speakers: Jay Sandesara, Rafael Coelho Lopes de Sa (University of Massachusetts (US))
- 13:00 → 14:30
  
  Lunch 1h 30m
- 14:30 → 16:00
  
  Differentiable Programing 1h 30m
  
  Speaker: Soumak Maitra
- 16:00 → 16:30
  
  Tea Break 30m
- 16:30 → 18:00
  
  Differentiable Programing 1h 30m
  
  Speaker: Soumak Maitra
Friday, 10 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 21:30
  
  Workshop 12h
Saturday, 11 July
- Mon, 29 Jun
- Tue, 30 Jun
- Wed, 1 Jul
- Thu, 2 Jul
- Fri, 3 Jul
- Sat, 4 Jul
- Sun, 5 Jul
- Mon, 6 Jul
- Tue, 7 Jul
- Wed, 8 Jul
- Thu, 9 Jul
- Fri, 10 Jul
- Sat, 11 Jul
- 09:30 → 13:00
  
  Workshop 3h 30m
  
  IMG-20260711-WA0012.jpg
- 13:30 → 13:50
  
  Group 1 20m
  
  Group 1
  
  Group 1.pdf
- 13:50 → 14:10
  
  Group 2 20m
  
  group2_HGCAL_presentation.pdf
- 14:10 → 14:30
  
  Group 3 20m
  
  GROUP 3 Presentation .pdf
- 14:30 → 14:50
  
  Group 4 20m
  
  ML4HEP_TIFR26_PROJECT04 _Final.pdf
- 14:50 → 15:10
  
  Group 5 20m
  
  Group#5-2.pdf
- 15:10 → 15:30
  
  Group 6 20m
  
  ml4hep-group6 (1).pdf
- 15:30 → 15:50
  
  Group 7 20m
  
  Group_7_GlueNN_intro_final.pdf

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ML4HEP-V4 (In person at TIFR)

AG 66

TIFR, Mumbai