Pith Number

pith:LTT5MXV6

pith:2018:LTT5MXV6HTC3KQCOSA7QZGNVDQ

not attested not anchored not stored refs pending

Modeling Others using Oneself in Multi-Agent Reinforcement Learning

Arthur Szlam, Emily Denton, Roberta Raileanu, Rob Fergus

arxiv:1802.09640 v3 · 2018-02-26 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LTT5MXV6HTC3KQCOSA7QZGNVDQ}

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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

Towards Empathic Deep Q-Learning

Receipt and verification

First computed	2026-05-18T00:20:13.553973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ce7d65ebe3cc5b5404e903f0c99b51c2604b3004dd6766f1063bbd96dcb7540

Aliases

arxiv: 1802.09640 · arxiv_version: 1802.09640v3 · doi: 10.48550/arxiv.1802.09640 · pith_short_12: LTT5MXV6HTC3 · pith_short_16: LTT5MXV6HTC3KQCO · pith_short_8: LTT5MXV6

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/LTT5MXV6HTC3KQCOSA7QZGNVDQ \
  | 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: 5ce7d65ebe3cc5b5404e903f0c99b51c2604b3004dd6766f1063bbd96dcb7540

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "010624116b7483c913934b4358233327e2117dff8faf4116c3d43a5288a233f3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-02-26T23:27:53Z",
    "title_canon_sha256": "2b70ae7a1297ef304ec06c2e3b350fd80a1f5dc51f165aa1dd6c540534df96ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.09640",
    "kind": "arxiv",
    "version": 3
  }
}