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Nitin Kamra

5 accepted papers

2025

Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents

NeurIPS 2025spotlight

There has recently been a surge of interest in Wearable Assistant Agents: agents embodied in a wearable form factor such as smart glasses, who can take actions toward a user’s stated goal — a high-level language-expressed command such as “where did I leave my keys?”, “Text Alice I will be late”, or…

Cited by 0SourceScholar
2023

EgoTV: Egocentric Task Verification from Natural Language Task Descriptions

ICCV 2023poster

To enable progress towards egocentric agents capable of understanding everyday tasks specified in natural language, we propose a benchmark and a synthetic dataset called Egocentric Task Verification (EgoTV). The goal in EgoTV is to verify the execution of tasks from egocentric videos based on the na…

Cited by 9PDFcodeScholar
2023

Pretrained Language Models as Visual Planners for Human Assistance

ICCV 2023poster

In our pursuit of advancing multi-modal AI assistants capable of guiding users to achieve complex multi-step goals, we propose the task of 'Visual Planning for Assistance (VPA)'. Given a succinct natural language goal, e.g., "make a shelf", and a video of the user's progress so far, the aim of VPA i…

Cited by 43PDFcodeScholar
2020

Multi-agent Trajectory Prediction with Fuzzy Query Attention

NeurIPS 2020poster

Trajectory prediction for scenes with multiple agents and entities is a challenging problem in numerous domains such as traffic prediction, pedestrian tracking and path planning. We present a general architecture to address this challenge which models the crucial inductive biases of motion, namely,…