Pith Number

pith:YMOTNQOS

pith:2025:YMOTNQOS5BDGZBDCC7QDU3XWAR

not attested not anchored not stored refs pending

Credit Assignment and Efficient Exploration based on Influence Scope in Multi-agent Reinforcement Learning

Mehdi Dastani, Shihan Wang, Shuai Han

arxiv:2505.08630 v1 · 2025-05-13 · 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{YMOTNQOS5BDGZBDCC7QDU3XWAR}

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	2026-07-05T11:02:33.819954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c31d36c1d2e8466c846217e03a6ef604663b2874fd278bdf534e9acb67af3d49

Aliases

arxiv: 2505.08630 · arxiv_version: 2505.08630v1 · doi: 10.48550/arxiv.2505.08630 · pith_short_12: YMOTNQOS5BDG · pith_short_16: YMOTNQOS5BDGZBDC · pith_short_8: YMOTNQOS

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/YMOTNQOS5BDGZBDCC7QDU3XWAR \
  | 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: c31d36c1d2e8466c846217e03a6ef604663b2874fd278bdf534e9acb67af3d49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00ac111403483d40215740ea0b23df4b7ecb88ab427c6a42319616bed37b8616",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T14:49:26Z",
    "title_canon_sha256": "9e4677b068a16224f5b7bca8db5b1dceb315f9952b670f35c2bb52a18b5aad54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08630",
    "kind": "arxiv",
    "version": 1
  }
}