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S. Chowdhury

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#artificial intelligence Preprint Sep 2026

Risk-Aware Adaptive Evaluation: Finding High-Impact Failures Under Limited Budgets

Evaluating interactive agents is expensive. Agent behavior is stochastic, so reliability must be measured over repeated trials, but failures are rare and differ widely in how much they matter. Standard benchmarks spend this budget uniformly: a read-only lookup is sampled as often as an irreversible payment action. We i...

Priyanath Maji, S. Chowdhury · 0 citations
#artificial intelligence Preprint Sep 2026

Commitment Hierarchies under Intent Revision: A Belief-Revision Account of Salvage in Tool-Use Agents

It is proved that no policy observing only a node's local view can be both safe and cost optimal, while the single classification design is both: across three environments the policy recovers the full achievable savings, 43% cheaper than restart, at 100% correctness.

S. Chowdhury · 0 citations
#artificial intelligence Preprint Sep 2026

Agentic Share-of-Search: A Multi-Agent AI System for Competitive Decision-Making in LLM-Mediated E-Commerce

A multi-agent AI system that automates competitive visibility measurement and root cause diagnosis in LLM-mediated ecommerce and introduces Agentic Share-of-Search (ASoS) as the decision target, deploys query agents across leading AI platforms, and uses a ReAct-based diagnostic agent to recommend prioritized merchandis...

S. Chowdhury · 0 citations
Open access Jul 2026

Selection Bias Correction in Retail Intelligence

Retail intelligence often relies on monitoring popular, high-velocity products, potentially biasing economic indicators by ignoring the"long tail"of niche items. This simulation study investigates selection bias in inflation estimation and compares correction methods across diverse data-generating processes. Through 40...

S. Chowdhury · 0 citations

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