Pith Number

pith:OUJK3S6W

pith:2025:OUJK3S6WTA6V4EAHGBCO7R7CPP

not attested not anchored not stored refs pending

Causal Knowledge Transfer for Multi-Agent Reinforcement Learning in Dynamic Environments

Christian Medeiros Adriano, Holger Giese, Kathrin Korte, Sona Ghahremani

arxiv:2507.13846 v1 · 2025-07-18 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OUJK3S6WTA6V4EAHGBCO7R7CPP}

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	2026-07-05T11:39:24.361979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7512adcbd6983d5e10073044efc7e27be6803ebb2fd8f2cb25b75e094b584d1d

Aliases

arxiv: 2507.13846 · arxiv_version: 2507.13846v1 · doi: 10.48550/arxiv.2507.13846 · pith_short_12: OUJK3S6WTA6V · pith_short_16: OUJK3S6WTA6V4EAH · pith_short_8: OUJK3S6W

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/OUJK3S6WTA6V4EAHGBCO7R7CPP \
  | 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: 7512adcbd6983d5e10073044efc7e27be6803ebb2fd8f2cb25b75e094b584d1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "959abebccedd510a0f66449cbd254d8ea0c5ad21bd21996696b5b18ed8732127",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-18T11:59:55Z",
    "title_canon_sha256": "83ad69b37755eca73e38c3d2c240bbaecdbc7ef552fe82a2986d2a1d0be31f83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13846",
    "kind": "arxiv",
    "version": 1
  }
}