Pith Number

pith:ZCWMAQMC

pith:2020:ZCWMAQMCBXLDFJLGNZVB6DNREI

not attested not anchored not stored refs pending

Flatland-RL : Multi-Agent Reinforcement Learning on Trains

Adrian Egli, Christian Baumberger, Christian Eichenberger, Christian Scheller, Erik Nygren, Florian Laurent, Gereon Vienken, Giacomo Spigler, Guillaume Sartoretti, Irene Sturm, Jeremy Watson, Manuel Schneider, Nilabha Bhattacharya, Sharada Mohanty

arxiv:2012.05893 v2 · 2020-12-10 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCWMAQMCBXLDFJLGNZVB6DNREI}

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

4 papers in Pith

Relational Multi-Agent Reinforcement Learning for Dynamic Pricing in High-Speed Railway Markets

On the Hardness of Optimal Motion on Trees

Multi-Agent Environments for Vehicle Routing Problems

Advancing MAPF Toward the Real World: A Scalable Multi-Agent Realistic Testbed (SMART)

Receipt and verification

First computed	2026-07-05T01:58:44.628308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8acc041820dd632a5666e6a1f0db12204ef7e96fd3d31a23b50e02a1948013c

Aliases

arxiv: 2012.05893 · arxiv_version: 2012.05893v2 · doi: 10.48550/arxiv.2012.05893 · pith_short_12: ZCWMAQMCBXLD · pith_short_16: ZCWMAQMCBXLDFJLG · pith_short_8: ZCWMAQMC

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/ZCWMAQMCBXLDFJLGNZVB6DNREI \
  | 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: c8acc041820dd632a5666e6a1f0db12204ef7e96fd3d31a23b50e02a1948013c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb71879baeae2dc026c4878492d8f8826c9beadc6b88378c7c920ec1b6d11b44",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-12-10T18:54:27Z",
    "title_canon_sha256": "8aebffd85d1a679fd7a7949d335b0c66645f4fd69b01a4b13dc806f4cdd68131"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.05893",
    "kind": "arxiv",
    "version": 2
  }
}