Pith Number

pith:MTRJKYP5

pith:2024:MTRJKYP57MEKCVKB7RKLPI72O7

not attested not anchored not stored refs pending

FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging

Ashutosh Tripathi, Pranab Sahoo, Samrat Mondal, Sriparna Saha

arxiv:2407.05800 v1 · 2024-07-08 · cs.LG · cs.AI · cs.CV · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTRJKYP57MEKCVKB7RKLPI72O7}

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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

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Receipt and verification

First computed	2026-07-05T08:41:18.931612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64e29561fdfb08a15541fc54b7a3fa77e4fcf5849b9387b721a959eaef4de6eb

Aliases

arxiv: 2407.05800 · arxiv_version: 2407.05800v1 · doi: 10.48550/arxiv.2407.05800 · pith_short_12: MTRJKYP57MEK · pith_short_16: MTRJKYP57MEKCVKB · pith_short_8: MTRJKYP5

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/MTRJKYP57MEKCVKB7RKLPI72O7 \
  | 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: 64e29561fdfb08a15541fc54b7a3fa77e4fcf5849b9387b721a959eaef4de6eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b24f17247629602f6a98602e5071f683394cdb9035fe6f67a9324400a4dc2e5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-08T10:10:07Z",
    "title_canon_sha256": "3c54f37bb1079a7a62fa88daa1c5710fcc6de41a3c23b57c1427b2aad4219860"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05800",
    "kind": "arxiv",
    "version": 1
  }
}