Pith Number

pith:TCXFQ2AS

pith:2024:TCXFQ2ASA2P5BHMT7IK4GIFSPT

not attested not anchored not stored refs pending

Scalable spectral representations for multi-agent reinforcement learning in network MDPs

Bo Dai, Na Li, Runyu Zhang, Zhaolin Ren

arxiv:2410.17221 v2 · 2024-10-22 · cs.MA · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TCXFQ2ASA2P5BHMT7IK4GIFSPT}

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	2026-07-05T09:36:49.124532Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98ae586812069fd09d93fa15c320b27cc02f865f78c1e4d8fce5bfcaf6eb5ca0

Aliases

arxiv: 2410.17221 · arxiv_version: 2410.17221v2 · doi: 10.48550/arxiv.2410.17221 · pith_short_12: TCXFQ2ASA2P5 · pith_short_16: TCXFQ2ASA2P5BHMT · pith_short_8: TCXFQ2AS

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/TCXFQ2ASA2P5BHMT7IK4GIFSPT \
  | 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: 98ae586812069fd09d93fa15c320b27cc02f865f78c1e4d8fce5bfcaf6eb5ca0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cddd2aa57976c931bacfe2eabae9d7063ce63e3356489cf96ae8bcff9c51577f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-10-22T17:45:45Z",
    "title_canon_sha256": "2a9961df6c90d1e234fd256892cb1f54d4e2495ea74efebad62e131cce66f90a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17221",
    "kind": "arxiv",
    "version": 2
  }
}