Pith Number

pith:M5VRE6N4

pith:2014:M5VRE6N473BL657VGYZT354UG3

not attested not anchored not stored refs pending

Empirically Evaluating Multiagent Learning Algorithms

Asher Lipson, Erik Zawadzki, Kevin Leyton-Brown

arxiv:1401.8074 v1 · 2014-01-31 · cs.GT · 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{M5VRE6N473BL657VGYZT354UG3}

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

STMARL: A Spatio-Temporal Multi-Agent Reinforcement Learning Approach for Cooperative Traffic Light Control

Receipt and verification

First computed	2026-05-18T03:00:36.235655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

676b1279bcfec2bf77f536333df79436e19dc9b1d7431df7f2ea448a53330232

Aliases

arxiv: 1401.8074 · arxiv_version: 1401.8074v1 · doi: 10.48550/arxiv.1401.8074 · pith_short_12: M5VRE6N473BL · pith_short_16: M5VRE6N473BL657V · pith_short_8: M5VRE6N4

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/M5VRE6N473BL657VGYZT354UG3 \
  | 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: 676b1279bcfec2bf77f536333df79436e19dc9b1d7431df7f2ea448a53330232

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72b52244a031208a59a6477f91b07ce7671ada56c7021c107feca32b69f4bb88",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2014-01-31T07:02:58Z",
    "title_canon_sha256": "7c606f12353379f2fa469d57a66156979479b25fbc39954669c247caf5d29e27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1401.8074",
    "kind": "arxiv",
    "version": 1
  }
}