Pith Number

pith:TMFYSKRC

pith:2021:TMFYSKRCVEKG3DQ32FESQCUL72

not attested not anchored not stored refs pending

Cooperative and Competitive Biases for Multi-Agent Reinforcement Learning

Hayong Shin, Heechang Ryu, Jinkyoo Park

arxiv:2101.06890 v1 · 2021-01-18 · cs.LG · cs.AI · 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{TMFYSKRCVEKG3DQ32FESQCUL72}

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

Concurrent Learning with Aggregated States via Randomized Least Squares Value Iteration

Receipt and verification

First computed	2026-07-05T02:07:38.069635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b0b892a22a9146d8e1bd149280a8bfe9953f9db99741a5f267942b84cf001e8

Aliases

arxiv: 2101.06890 · arxiv_version: 2101.06890v1 · doi: 10.48550/arxiv.2101.06890 · pith_short_12: TMFYSKRCVEKG · pith_short_16: TMFYSKRCVEKG3DQ3 · pith_short_8: TMFYSKRC

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/TMFYSKRCVEKG3DQ32FESQCUL72 \
  | 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: 9b0b892a22a9146d8e1bd149280a8bfe9953f9db99741a5f267942b84cf001e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5caf9610452588f1d64228de599d15b75235d6601742296a7b801b4dd8ab79d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-18T05:52:22Z",
    "title_canon_sha256": "1a18662588578454111258c3e01a2af412eeecbedb48f5aa536a860d73ed7084"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.06890",
    "kind": "arxiv",
    "version": 1
  }
}