Pith Number

pith:R3L75UQK

pith:2025:R3L75UQKIYEARFHM2VWLQCOQFL

not attested not anchored not stored refs pending

Prediction-Aware Learning in Multi-Agent Systems

Alain Durmus, Aymeric Capitaine, Eric Moulines, Etienne Boursier, Michael I. Jordan

arxiv:2501.19144 v2 · 2025-01-31 · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R3L75UQKIYEARFHM2VWLQCOQFL}

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	2026-07-05T11:54:29.400102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ed7fed20a46080894ecd56cb809d02ad681a0fe7fbb405e77a23752b27d9887

Aliases

arxiv: 2501.19144 · arxiv_version: 2501.19144v2 · doi: 10.48550/arxiv.2501.19144 · pith_short_12: R3L75UQKIYEA · pith_short_16: R3L75UQKIYEARFHM · pith_short_8: R3L75UQK

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/R3L75UQKIYEARFHM2VWLQCOQFL \
  | 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: 8ed7fed20a46080894ecd56cb809d02ad681a0fe7fbb405e77a23752b27d9887

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "037dd69722daab05ecf2c51e0b7555724b6e66d36ef4dbc9ec95f353d7b4b2a8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-01-31T13:58:16Z",
    "title_canon_sha256": "943d51352b9c15d029d41473ce6a6f015991c61eed1d8b087fd50008c3922388"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19144",
    "kind": "arxiv",
    "version": 2
  }
}