Pith Number

pith:GSQI6BRJ

pith:2019:GSQI6BRJZLDP5UZ2BQCE33DZMY

not attested not anchored not stored refs pending

On Convergence and Optimality of Best-Response Learning with Policy Types in Multiagent Systems

Stefano V. Albrecht, Subramanian Ramamoorthy

arxiv:1907.06995 v1 · 2019-07-15 · 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{GSQI6BRJZLDP5UZ2BQCE33DZMY}

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	2026-05-17T23:40:28.401444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34a08f0629cac6fed33a0c044dec79663b521d39a3d2ca6e151133fabbb8e8e2

Aliases

arxiv: 1907.06995 · arxiv_version: 1907.06995v1 · doi: 10.48550/arxiv.1907.06995 · pith_short_12: GSQI6BRJZLDP · pith_short_16: GSQI6BRJZLDP5UZ2 · pith_short_8: GSQI6BRJ

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/GSQI6BRJZLDP5UZ2BQCE33DZMY \
  | 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: 34a08f0629cac6fed33a0c044dec79663b521d39a3d2ca6e151133fabbb8e8e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e9161524699581b8726c696e3815838fa413cb3d582903db6e63d363c9b4903",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-07-15T09:30:27Z",
    "title_canon_sha256": "942ff1fdddd4d7e617d42de434af7b84e83a3e93540f8e806144acf11b8c803a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.06995",
    "kind": "arxiv",
    "version": 1
  }
}