Pith Number

pith:DPM4AV5I

pith:2022:DPM4AV5IW64WBAV5AWWU47RGMD

not attested not anchored not stored refs pending

Visual Attention Methods in Deep Learning: An In-Depth Survey

Ajmal Mian, Fahad S Khan, Ibrahim Radwan, Mohammed Hassanin, Saeed Anwar

arxiv:2204.07756 v3 · 2022-04-16 · cs.CV · cs.AI · cs.LG · eess.IV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DPM4AV5IW64WBAV5AWWU47RGMD}

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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

1 paper in Pith

Resource-Efficient Glioma Segmentation on Sub-Saharan MRI

Receipt and verification

First computed	2026-07-05T08:15:33.237268Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bd9c057a8b7b96082bd05ad4e7e2660d98f9a49efcc0eaa63cb42efae27de6b

Aliases

arxiv: 2204.07756 · arxiv_version: 2204.07756v3 · doi: 10.48550/arxiv.2204.07756 · pith_short_12: DPM4AV5IW64W · pith_short_16: DPM4AV5IW64WBAV5 · pith_short_8: DPM4AV5I

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/DPM4AV5IW64WBAV5AWWU47RGMD \
  | 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: 1bd9c057a8b7b96082bd05ad4e7e2660d98f9a49efcc0eaa63cb42efae27de6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4978389a1807c843892d38525d0d4dc92c19e62a4e409d5a5194d1158c156751",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-04-16T08:57:00Z",
    "title_canon_sha256": "d6017e32ec6e84daffbcb8b4a4f7ba2641e80e130dee8be1fccb772d2bb71378"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07756",
    "kind": "arxiv",
    "version": 3
  }
}