Pith Number

pith:2JI6REMA

pith:2026:2JI6REMAEIXHNIWSSAZWL4P56G

not attested not anchored not stored refs pending

Learning to Orchestrate Agents under Uncertainty

Aaron Bundi Anampiu, Elaf Almahmoud, Francesco Quinzan, Lan Jiang, Mary Chriselda Antony Oliver, Umang Bhatt

arxiv:2605.27073 v1 · 2026-05-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JI6REMAEIXHNIWSSAZWL4P56G}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-27T01:06:26.990984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d251e89180222e76a2d2903365f1fdf19abe61aac308412a0689c341c71a2054

Aliases

arxiv: 2605.27073 · arxiv_version: 2605.27073v1 · doi: 10.48550/arxiv.2605.27073 · pith_short_12: 2JI6REMAEIXH · pith_short_16: 2JI6REMAEIXHNIWS · pith_short_8: 2JI6REMA

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/2JI6REMAEIXHNIWSSAZWL4P56G \
  | 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: d251e89180222e76a2d2903365f1fdf19abe61aac308412a0689c341c71a2054

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ac367b964cef471f512f9403922210cabe431e1886cec8c5262278148062de0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-26T14:23:22Z",
    "title_canon_sha256": "4cd4a04ebd8920db8994844dd475e721a0c8cd544a5cbfb9802731ff0ccfe84f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27073",
    "kind": "arxiv",
    "version": 1
  }
}