Paper Detail

Evidence of an Emergent "Self" in Continual Robot Learning

Adidev Jhunjhunwala, Judah Goldfeder, Hod Lipson

arxiv Score 13.8

Published 2026-03-25 · First seen 2026-03-27

Research Track A

Abstract

A key challenge to understanding self-awareness has been a principled way of quantifying whether an intelligent system has a concept of a "self," and if so how to differentiate the "self" from other cognitive structures. We propose that the "self" can be isolated by seeking the invariant portion of cognitive process that changes relatively little compared to more rapidly acquired cognitive knowledge and skills, because our self is the most persistent aspect of our experiences. We used this principle to analyze the cognitive structure of robots under two conditions: One robot learns a constant task, while a second robot is subjected to continual learning under variable tasks. We find that robots subjected to continual learning develop an invariant subnetwork that is significantly more stable (p < 0.001) compared to the control. We suggest that this principle can offer a window into exploring selfhood in other cognitive AI systems.

Workflow Status

Review status
pending
Role
unreviewed
Read priority
soon
Vote
Not set.
Saved
no
Collections
Not filed yet.
Next action
Not filled yet.

Reading Brief

No structured notes yet. Add `summary_sections`, `why_relevant`, `claim_impact`, or `next_action` in `papers.jsonl` to enrich this view.

Why It Surfaced

No ranking explanation is available yet.

Tags

No tags.

BibTeX

@article{jhunjhunwala2026evidence,
  title = {Evidence of an Emergent "Self" in Continual Robot Learning},
  author = {Adidev Jhunjhunwala and Judah Goldfeder and Hod Lipson},
  year = {2026},
  abstract = {A key challenge to understanding self-awareness has been a principled way of quantifying whether an intelligent system has a concept of a "self," and if so how to differentiate the "self" from other cognitive structures. We propose that the "self" can be isolated by seeking the invariant portion of cognitive process that changes relatively little compared to more rapidly acquired cognitive knowledge and skills, because our self is the most persistent aspect of our experiences. We used this princ},
  url = {https://arxiv.org/abs/2603.24350},
  keywords = {cs.RO, cs.AI, cs.LG},
  eprint = {2603.24350},
  archiveprefix = {arXiv},
}

Metadata

{}