Pith Number

pith:ULWF5RXV

pith:2025:ULWF5RXVSW4IEG4SKIQDDH2BCA

not attested not anchored not stored refs pending

Tackling Uncertainties in Multi-Agent Reinforcement Learning through Integration of Agent Termination Dynamics

Pallab Dasgupta, Somnath Hazra, Soumyajit Dey

arxiv:2501.12061 v1 · 2025-01-21 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULWF5RXVSW4IEG4SKIQDDH2BCA}

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	2026-07-05T10:03:31.266139Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2ec5ec6f595b8821b925220319f41102e993a45192b0a40bb5978b6085418dc

Aliases

arxiv: 2501.12061 · arxiv_version: 2501.12061v1 · doi: 10.48550/arxiv.2501.12061 · pith_short_12: ULWF5RXVSW4I · pith_short_16: ULWF5RXVSW4IEG4S · pith_short_8: ULWF5RXV

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/ULWF5RXVSW4IEG4SKIQDDH2BCA \
  | 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: a2ec5ec6f595b8821b925220319f41102e993a45192b0a40bb5978b6085418dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56761678b7a23fd0db73329ff988ce5f9692880cb4975485cdc0b331511bde0b",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T11:31:01Z",
    "title_canon_sha256": "539b3aa611e57bcc2000b3355dbc445397ecc3f20b2ba0739f9a8bab98cd2ed3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12061",
    "kind": "arxiv",
    "version": 1
  }
}