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Gautam Biswas

4 accepted papers

2026

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents

AAAI 2026technical

Large language models (LLMs) present new opportunities for creating pedagogical agents that engage in meaningful dialogue to support student learning. However, current LLM systems used in classrooms often lack the solid theoretical foundations found in earlier intelligent tutoring systems. To bridge

Cited by 0SourcePDFScholar
2024

A Chain-of-Thought Prompting Approach with LLMs for Evaluating Students’ Formative Assessment Responses in Science

AAAI 2024technical

This paper explores the use of large language models (LLMs) to score and explain short-answer assessments in K-12 science. While existing methods can score more structured math and computer science assessments, they often do not provide explanations for the scores. Our study focuses on employing GPT…

2024

FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection

NeurIPS 2024poster

Early and accurate detection of anomalous events on the freeway, such as accidents, can improve emergency response and clearance. However, existing delays and mistakes from manual crash reporting records make it a difficult problem to solve. Current large-scale freeway traffic datasets are not desig…

2022

Concurrent Policy Blending and System Identification for Generalized Assistive Control

ICRA 2022poster

In this work, we address the problem of solving complex collaborative robotic tasks subject to multiple varying parameters. Our approach combines simultaneous policy blending with system identification to create generalized policies that are robust to changes in system parameters. We employ a blendi…

Cited by 2SourcecodeScholar