MLDS speaker · 2026
Prof. Snehanshu Saha
Head- A.I. Research (APPCAIR)BITS PILANI
About Prof. Snehanshu Saha
Snehanshu Saha is currently a Professor of Computer Science, heads the Anuradha and Prashanth Palakurthi Centre for Artificial Intelligence Research(APPCAIR) and heads the Institutional knowledge and Data Analytics at BITS Pilani (all campuses). He has published 190+ peer-reviewed articles in International journals and conferences including several IEEE and ACM Transactions. Dr. Saha is a Fellow of IETE, a Fellow of Soft Computing Research Society and an adviser to the African Center of Excellence in Data Science. His current and future research interests lie in Computational learning theory, Intelligent Transportation and Robust Control in AI. His research contributions can be found here .
1 edition on the MLDS stage · 1 session on record

Talks at MLDS
Sessions from the MLDS agendas, newest first.
MLDS 2026
Bengaluru
26–27 Mar 2026Mar 26, 2026 · 10:00–10:30 · Hall 1 · Bengaluru
Keynotes / Tech TalksIntelligence in Structure, Not Policy: Resilient Multi-Agent Urban Food Delivery–where intelligence should live in delivery systems?
The tacit premise of modern ML: decision-time computation is where value gets created. Train a model, learn a policy, deploy. The policy is the intelligence. In this talk I will demonstrate that structural graph design, specifically via randomised edge perturbation achieves Pareto-dominant performance over learned and optimisation-based methods in urban food delivery. Our core claim is that-if the environment in which agents operate is designed with sufficient structural care, the agents themselves can be remarkably simple; and the system as a whole will still outperform agents that are far more computationally sophisticated.
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