Pith Number

pith:YPUG7CL5

pith:2021:YPUG7CL5XESHSZPUMNEQJISFSJ

not attested not anchored not stored refs pending

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

Anima Anandkumar, Enze Xie, Jose M. Alvarez, Ping Luo, Wenhai Wang, Zhiding Yu

arxiv:2105.15203 v3 · 2021-05-31 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{YPUG7CL5XESHSZPUMNEQJISFSJ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

13 papers in Pith

Zero-Parameter Geometric Gating for Temporally Stable Low-Altitude UAV Video Semantic Segmentation

A Joint Finite-Sample Certificate for Adaptive Selective Conformal Risk Control

A Simulation Platform for Flapping-Wing Vehicles

Revitalizing Dense Material Segmentation: Stabilized Vision Transformers and the Generalization Paradox

SegRAG: Training-Free Retrieval-Augmented Semantic Segmentation

Receipt and verification

First computed	2026-07-05T03:26:41.702672Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3e86f897db9247965f4634904a245927a07e2e8443501af8f4ee3b4d8582b9c

Aliases

arxiv: 2105.15203 · arxiv_version: 2105.15203v3 · doi: 10.48550/arxiv.2105.15203 · pith_short_12: YPUG7CL5XESH · pith_short_16: YPUG7CL5XESHSZPU · pith_short_8: YPUG7CL5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YPUG7CL5XESHSZPUMNEQJISFSJ \
  | 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: c3e86f897db9247965f4634904a245927a07e2e8443501af8f4ee3b4d8582b9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b1ee0ec59b6fb55afa413e3281e5b46489abf3d3ecd8c89bd50786be779574a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-05-31T17:59:51Z",
    "title_canon_sha256": "60c34f164d563982a7a00fa7faee2187232ea7b6aeff84e39050622b8bc9fce9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.15203",
    "kind": "arxiv",
    "version": 3
  }
}