Pith Number

pith:ZVQZI7YS

pith:2020:ZVQZI7YSXXODFQVFWK7BAFG3NJ

not attested not anchored not stored refs pending

Multiagent Value Iteration Algorithms in Dynamic Programming and Reinforcement Learning

Dimitri Bertsekas

arxiv:2005.01627 v1 · 2020-05-04 · math.OC · cs.AI · cs.LG · cs.MA · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZVQZI7YSXXODFQVFWK7BAFG3NJ}

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.

Cited by

1 paper in Pith

Emergence of Fair Leaders via Mediators in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:00:09.628694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd61947f12bddc32c2a5b2be1014db6a7dd96060e08de7404cd391c965497e10

Aliases

arxiv: 2005.01627 · arxiv_version: 2005.01627v1 · doi: 10.48550/arxiv.2005.01627 · pith_short_12: ZVQZI7YSXXOD · pith_short_16: ZVQZI7YSXXODFQVF · pith_short_8: ZVQZI7YS

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/ZVQZI7YSXXODFQVFWK7BAFG3NJ \
  | 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: cd61947f12bddc32c2a5b2be1014db6a7dd96060e08de7404cd391c965497e10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ef6b3e49b0eb893209dbf8732cb4396c43a116235176a20f2ecc8b2da68d3b3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2020-05-04T16:34:24Z",
    "title_canon_sha256": "4727ef081d32dddccd2f9eb65265f4f6f608923dc6941a0f6dd19da5987f33ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.01627",
    "kind": "arxiv",
    "version": 1
  }
}