Pith. sign in
Pith Number

pith:3I3PANVV

pith:2026:3I3PANVVM7DZLBWLL32VSXBF5F
not attested not anchored not stored refs pending

REVA-PO: Stabilizing Reinforcement Learning for Chest X-ray Report Generation

Anas M. Tahir, Li Guo, Z. Jane Wang

arxiv:2607.10147 v1 · 2026-07-11 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3I3PANVVM7DZLBWLL32VSXBF5F}

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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.
Receipt and verification
First computed 2026-07-14T01:20:27.594266Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

da36f036b567c79586cb5ef5595c25e97b6ee01739efd14c83859bfc8edb24a5

Aliases

arxiv: 2607.10147 · arxiv_version: 2607.10147v1 · doi: 10.48550/arxiv.2607.10147 · pith_short_12: 3I3PANVVM7DZ · pith_short_16: 3I3PANVVM7DZLBWL · pith_short_8: 3I3PANVV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3I3PANVVM7DZLBWLL32VSXBF5F \
  | 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: da36f036b567c79586cb5ef5595c25e97b6ee01739efd14c83859bfc8edb24a5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0d00b831783f99d3df9fdf4f28f13b007f28cfde51eec1447a4e87329f1616f1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-11T06:15:03Z",
    "title_canon_sha256": "29b9843733a385ffabe1dfb0f1567021f6a7a092e225576d4df6f150d411aa35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.10147",
    "kind": "arxiv",
    "version": 1
  }
}