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pith:AXIPP6QR

pith:2026:AXIPP6QRGN2PCEU3AQ4WJC74VL
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URoPE: Universal Relative Position Embedding across Geometric Spaces

Chensheng Peng, Depu Meng, Masayoshi Tomizuka, Quentin Herau, Wei Zhan, Yichen Xie, Yihan Hu

URoPE extends rotary position embeddings to cross-view and cross-dimensional geometry by sampling and projecting 3D ray points.

arxiv:2604.18747 v2 · 2026-04-20 · cs.CV

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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Claims

C1strongest claim

URoPE is a universal extension of Rotary Position Embedding (RoPE) to cross-view or cross-dimensional geometric spaces... URoPE is a parameter-free and intrinsics-aware relative position embedding that is invariant to the choice of global coordinate systems, while remaining fully compatible with existing RoPE-optimized attention kernels. Experiments show that URoPE consistently improves the performance of transformer-based models across all tasks.

C2weakest assumption

That sampling 3D points along camera rays at a small number of predefined depth anchors and projecting them into the query plane is sufficient to encode the necessary relative geometric relationships for effective cross-view and cross-dimensional reasoning.

C3one line summary

URoPE is a parameter-free relative position embedding for transformers that works across arbitrary geometric spaces by ray sampling and projection, yielding consistent gains on novel view synthesis, 3D detection, tracking, and depth estimation.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-01T00:17:11.454292Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

05d0f7fa113374f1129b0439648bfcaae7b602b1974251a5a0f985d934deea49

Aliases

arxiv: 2604.18747 · arxiv_version: 2604.18747v2 · doi: 10.48550/arxiv.2604.18747 · pith_short_12: AXIPP6QRGN2P · pith_short_16: AXIPP6QRGN2PCEU3 · pith_short_8: AXIPP6QR
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AXIPP6QRGN2PCEU3AQ4WJC74VL \
  | 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: 05d0f7fa113374f1129b0439648bfcaae7b602b1974251a5a0f985d934deea49
Canonical record JSON
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    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-04-20T18:52:03Z",
    "title_canon_sha256": "ac811ee39c2d11d37c8df1fbf1c6b85e316264bd1a6be020ad277916dcc1fa9c"
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