pith:Z6ML7U34
When Absolute State Fails: Evaluating Proprioceptive Encodings for Robust Manipulation
A simple episode-wise relative frame for proprioceptive encoding delivers better performance and robustness than absolute state representations in real robotic manipulation.
arxiv:2605.13067 v1 · 2026-05-13 · cs.RO · cs.AI
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\pithnumber{Z6ML7U34Y4KXVFW6FQW7UVTF7X}
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Record completeness
Claims
a simple episode-wise relative frame provides the best trade-off between task performance and robustness, outperforming the baselines in extensive real-robot experiments conducted in a realistic test environment.
That the chosen test environment and task variations sufficiently represent the broader range of frame changes encountered in real-world deployment.
Episode-wise relative proprioceptive encoding outperforms absolute state baselines for robust robotic manipulation under varying reference frames.
References
Formal links
Receipt and verification
| First computed | 2026-05-18T03:08:58.958777Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
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Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z6ML7U34Y4KXVFW6FQW7UVTF7X \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: cf98bfd37cc7157a96de2c2dfa5665fdeef7fa3d1a98296f826013e6d315d74d
Canonical record JSON
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