Pith Number

pith:YPS4WGHH

pith:2019:YPS4WGHHG6VJKAQWADHRFYCLYH

not attested not anchored not stored refs pending

Exploration with Unreliable Intrinsic Reward in Multi-Agent Reinforcement Learning

Shimon Whiteson, Tabish Rashid, Wendelin B\"ohmer

arxiv:1906.02138 v1 · 2019-06-05 · 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{YPS4WGHHG6VJKAQWADHRFYCLYH}

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

Optimistic {\epsilon}-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:44:05.188203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3e5cb18e737aa95021600cf12e04bc1c17fe596632a8be0361afb93337aa41d

Aliases

arxiv: 1906.02138 · arxiv_version: 1906.02138v1 · doi: 10.48550/arxiv.1906.02138 · pith_short_12: YPS4WGHHG6VJ · pith_short_16: YPS4WGHHG6VJKAQW · pith_short_8: YPS4WGHH

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/YPS4WGHHG6VJKAQWADHRFYCLYH \
  | 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: c3e5cb18e737aa95021600cf12e04bc1c17fe596632a8be0361afb93337aa41d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e3d389fbecab223c8ac5d9dc19a326c58a6fd59450aaadbab32ad62fb4c2abd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-06-05T16:56:54Z",
    "title_canon_sha256": "979b325487ed886e67ce08950e503031d08b2b2bb6291f2c894c3b0fd8f5a01d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02138",
    "kind": "arxiv",
    "version": 1
  }
}