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Ashutosh Kumar

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#artificial intelligence Preprint Sep 2026

NutriVision: Ingredient-Conditioned Fusion and Prediction for Single-Image Food Nutrition Estimation

Nutrition estimation is a fundamental task in consumer diet tracking, clinical dietetics, chronic disease management, sports and hospital nutrition, and broader food computing systems. The existing approaches have progressed along two largely separate axes, vision models that rely on calibrated RGB-depth captures and i...

Aman Kumar, Avinash Anand, Chaitanya Lakhchaura et al. · 0 citations
Preprint Aug 2026

The 10th AI City Challenge

The 10th AI City Challenge, held with ECCV 2026, marks a decade of community benchmarking for intelligent transportation, smart cities, and physical AI with 325 registered teams, and participation from 26 countries and regions, up from 15.

Zheng-Hang Tang, Shuo Wang, David C. Anastasiu et al. · 8 citations · ⚡2
#natural language process... Preprint Sep 2026

LLMs Anchor on Chief Complaint and Fail to Integrate Evidence in Sequential Clinical Triage

A methodology is implemented for evaluating large language models on sequential triage, the task of predicting a triage acuity label from a growing prefix of a nurse-patient conversation, which shows that the label at every checkpoint is anchored on the chief complaint exchanges, and prompting interventions fail to lif...

Dipankar Srirag, Hao-Kai Zhao, Ashutosh Kumar et al. · 0 citations
Preprint Aug 2026

TextNCA: Neural Cellular Automata for Language Modeling via Hierarchical Local Attention

The work positions the work as a controlled reading of which parts of NCA-style computation carry the weight in language modelling, and examines a hierarchical variant of the Neural Cellular Automaton that cascades three stages with windows.

Avni Mittal, Avinash Anand, Ashutosh Kumar et al. · 0 citations

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