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Priyam Parashar

5 accepted papers

2026

Planning with an Embodied Learnable Memory

ICLR 2026poster

We develop a novel memory representation for embodied planning models performing long-horizon mobile manipulation in dynamic, large-scale indoor environments. Prior memory representations fall short in this setting, as they struggle with object movements, suffer from computational deficiencies, and…

Cited by 0SourceScholar
2025

PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks

ICLR 2025poster

We present a benchmark for Planning And Reasoning Tasks in humaN-Robot collaboration (PARTNR) designed to study human-robot coordination in household activities. PARTNR tasks exhibit characteristics of everyday tasks, such as spatial, temporal, and heterogeneous agent capability constraints. We empl…

2024

Situated Instruction Following

ECCV 2024poster

"Language is never spoken in a vacuum. It is expressed, comprehended, and contextualized within the holistic backdrop of the speaker’s history, actions, and environment. Since humans are used to communicating efficiently with situated language, the practicality of robotic assistants hinge on their a…

2023

SLAP: Spatial-Language Attention Policies

CoRL 2023poster

Despite great strides in language-guided manipulation, existing work has been constrained to table-top settings. Table-tops allow for perfect and consistent camera angles, properties are that do not hold in mobile manipulation. Task plans that involve moving around the environment must be robust to…

Cited by 8SourcecodeScholar
2019

A Taxonomy for Characterizing Modes of Interactions in Goal-driven, Human-robot Teams

IROS 2019poster

As robots and other autonomous agents are increasingly incorporated into complex domains, characterizing interaction within heterogeneous teams that include both humans and machines becomes more necessary. Previous literature has addressed the task of characterizing human-robot interaction from diff…

Cited by 11SourceScholar