pith:BQXXPF2Y
ConsistNav: Closing the Action Consistency Gap in Zero-Shot Object Navigation with Semantic Executive Control
A semantic executive with three coordinated modules closes the action consistency gap by enforcing persistent commitment to target pursuit in zero-shot object navigation.
arxiv:2605.09869 v2 · 2026-05-11 · cs.RO · cs.CV
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\pithnumber{BQXXPF2YETWRXWM7G4VVD3QUK7}
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Record completeness
Claims
ConsistNav achieves state-of-the-art results among compared zero-shot ObjectNav methods and improves SR by 11.4% and SPL by 7.9% over the controlled baseline on MP3D.
The action consistency gap identified in the abstract is the dominant failure mode that can be closed by adding the three executive modules without introducing new exploration failures or requiring changes to the detector or planner.
ConsistNav is a new training-free framework that uses a semantic executive controller, persistent candidate memory, and stability-aware action control to close the action consistency gap in zero-shot object navigation, reporting SOTA results on HM3D and MP3D with 11.4% SR and 7.9% SPL gains on MP3D.
References
Receipt and verification
| First computed | 2026-05-20T00:00:42.088436Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
0c2f77975824ed1bd99f372b51ee1457f9eddb44ef393d47f30955a0ed3cc513
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BQXXPF2YETWRXWM7G4VVD3QUK7 \
| 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: 0c2f77975824ed1bd99f372b51ee1457f9eddb44ef393d47f30955a0ed3cc513
Canonical record JSON
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