Lab leader

Akshara Rai

Akshara Rai is a robotics researcher whose published work applies machine learning to robot control and embodied interaction. Her research includes reactive movement and simulation-based bipedal control, and she completed a Carnegie Mellon robotics PhD in 2018. Her publications span visual demonstrations, collaborative home simulators, household robot coordination, embodied planning, and multi-fingered manipulation. As of October 2026, she is co-founder and Chief Scientist at Versor, where she tackles robotics challenges through real2sim2real.

Now at
Versor
Works
51
Citations
973
h-index
20

Publication numbers from OpenAlex, as of 18 October 2026.

Timeline

  1. 2016

    Learning reactive motion

    In 2016, she coauthors a method that uses a neural network to learn reactive feedback for movement plans. The team tests the method on obstacle avoidance with a robot arm.

  2. 2018

    Bipedal control and a PhD

    In 2018, she coauthors a method that uses simulation to improve Bayesian optimization for bipedal robot controllers. She completes her PhD at Carnegie Mellon’s Robotics Institute in December 2018 with a thesis on learning from simulation.

  3. 2020

    Learning from visual demonstrations

    In October 2020, she coauthors a model-based inverse reinforcement-learning framework that learns cost functions from visual human demonstrations. The team uses those costs to reproduce demonstrated behavior with visual model-predictive control and tests the method on two manipulation tasks.

  4. 2023

    Building Habitat 3.0

    In October 2023, she coauthors Habitat 3.0, a simulator for collaborative human-robot tasks in homes. It supports human-in-the-loop evaluation and studies social navigation and rearrangement.

  5. 2023

    Social robot coordination

    In 2023, she coauthors a study of two robots coordinating on household tasks through onboard, egocentric observations. Its Behavior Diversity Play method helps agents generalize to new partners in unseen environments.

  6. October 2024

    The PARTNR benchmark

    In October 2024, she coauthors PARTNR, a benchmark for human-robot collaboration on household activities. The benchmark contains 100,000 natural-language tasks across 60 houses and 5,819 unique objects.

  7. August 2025–November 2025

    Sim2Real research and AINA

    In August 2025, she presents “Sim2Real Learning for Home Robots” as a Research Scientist at Meta. In November 2025, she coauthors AINA, a framework for learning multi-fingered robot policies from everyday human tasks using Aria Gen 2 glasses.

  8. As of October 2026

    Co-founding Versor

    As of October 2026, she is co-founder and Chief Scientist at Versor, where she tackles robotics challenges through real2sim2real.

Career

  1. NowVersorCo-founder and Chief Scientist
  2. 2025MetaResearch Scientist

Education

  1. 2018Carnegie Mellon UniversityPhD

Most-cited works

  1. Reinforcement learning of clothing assistance with a dual-arm robot2011 · IEEE-RAS International Conference on Humanoid Robots (Humanoids) · 103 citations
  2. Bayesian Optimization Using Domain Knowledge on the ATRIAS Biped2018 · IEEE International Conference on Robotics and Automation · 71 citationsWith Christopher G. Atkeson and Rika Antonova
  3. Learning coupling terms for obstacle avoidance2014 · IEEE-RAS International Conference on Humanoid Robots (Humanoids) · 55 citationsWith Stefan Schaal
  4. Using Deep Reinforcement Learning to Learn High-Level Policies on the ATRIAS Biped2019 · IEEE International Conference on Robotics and Automation · 55 citationsWith Christopher G. Atkeson
  5. ASC: Adaptive Skill Coordination for Robotic Mobile Manipulation2023 · IEEE Robotics and Automation Letters · 46 citationsWith Dhruv Batra

Sources and credits

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  1. Learning Feedback Terms for Reactive Planning and Control arxiv.org. Checked 18 October 2026.
  2. Using Simulation to Improve Sample-Efficiency of Bayesian Optimization for Bipedal Robots arxiv.org. Checked 18 October 2026.
  3. Akshara Rai ri.cmu.edu. Checked 18 October 2026.
  4. Model-Based Inverse Reinforcement Learning from Visual Demonstrations arxiv.org. Checked 18 October 2026.
  5. Habitat 3.0: A Co-Habitat for Humans, Avatars and Robots arxiv.org. Checked 18 October 2026.
  6. Adaptive Coordination in Social Embodied Rearrangement proceedings.mlr.press. Checked 18 October 2026.
  7. PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks arxiv.org. Checked 18 October 2026.
  8. Dexterity from Smart Lenses: Multi-Fingered Robot Manipulation with In-the-Wild Human Demonstrations arxiv.org. Checked 18 October 2026.
  9. Past Seminars — Agentic AI Frontier Seminar agentic-ai-frontier-seminar.github.io. Checked 18 October 2026.
  10. Akshara Rai akshararai.github.io. Checked 18 October 2026.