Pith Number

pith:XBQ73J7S

pith:2023:XBQ73J7SZIC23HLM2BGKUCQFRK

not attested not anchored not stored refs pending

From Centralized to Self-Supervised: Pursuing Realistic Multi-Agent Reinforcement Learning

Jan-Philipp Fr\"anken, Logan Cross, Nick Haber, Violet Xiang

arxiv:2312.08662 v1 · 2023-12-14 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XBQ73J7SZIC23HLM2BGKUCQFRK}

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	2026-07-05T07:24:07.681789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b861fda7f2ca05ad9d6cd04caa0a058a874c9e2f9c3030c4f7848e577d85f9ec

Aliases

arxiv: 2312.08662 · arxiv_version: 2312.08662v1 · doi: 10.48550/arxiv.2312.08662 · pith_short_12: XBQ73J7SZIC2 · pith_short_16: XBQ73J7SZIC23HLM · pith_short_8: XBQ73J7S

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/XBQ73J7SZIC23HLM2BGKUCQFRK \
  | 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: b861fda7f2ca05ad9d6cd04caa0a058a874c9e2f9c3030c4f7848e577d85f9ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e03f3acd991f50394fbb08a8d5cd58a642ff258a6502a06f09c8c705b590b62",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-12-14T05:32:55Z",
    "title_canon_sha256": "62e953c62af9e12ce3837f5e8068d4d1a2b45e58baff39b8c1040e9de60e0795"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08662",
    "kind": "arxiv",
    "version": 1
  }
}