Pith Number

pith:7RV2VVYH

pith:2025:7RV2VVYHPLEYG6S4MNUAOZFPNY

not attested not anchored not stored refs pending

Fixing Incomplete Value Function Decomposition for Multi-Agent Reinforcement Learning

Aathira Pillai, Andrea Baisero, Christopher Amato, Rupali Bhati, Shuo Liu

arxiv:2505.10484 v1 · 2025-05-15 · 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{7RV2VVYHPLEYG6S4MNUAOZFPNY}

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	2026-07-05T11:03:38.967881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc6baad7077ac9837a5c63680764af6e1ac7c4378d35a6e21b1075390aa0d41c

Aliases

arxiv: 2505.10484 · arxiv_version: 2505.10484v1 · doi: 10.48550/arxiv.2505.10484 · pith_short_12: 7RV2VVYHPLEY · pith_short_16: 7RV2VVYHPLEYG6S4 · pith_short_8: 7RV2VVYH

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/7RV2VVYHPLEYG6S4MNUAOZFPNY \
  | 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: fc6baad7077ac9837a5c63680764af6e1ac7c4378d35a6e21b1075390aa0d41c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b84e7993f17c7c04fa62440f23ad27aa86a72156163e198fc8c3ed9410781643",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-15T16:36:18Z",
    "title_canon_sha256": "56bc5f7671a90608c2491e5f8807f05c86f5b34cee4538eadb6ad33307abd9f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10484",
    "kind": "arxiv",
    "version": 1
  }
}