Pith Number

pith:XY743MB5

pith:2020:XY743MB5O6V6IPYGESZ5AU4QQ5

not attested not anchored not stored refs pending

Variational Autoencoders for Opponent Modeling in Multi-Agent Systems

Georgios Papoudakis, Stefano V. Albrecht

arxiv:2001.10829 v1 · 2020-01-29 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XY743MB5O6V6IPYGESZ5AU4QQ5}

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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

Partner Modelling Emerges in Recurrent Agents (But Only When It Matters)

Receipt and verification

First computed	2026-07-05T00:37:12.670281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be3fcdb03d77abe43f0624b3d053908740e4a777f474e3868509b50cfaf9ec87

Aliases

arxiv: 2001.10829 · arxiv_version: 2001.10829v1 · doi: 10.48550/arxiv.2001.10829 · pith_short_12: XY743MB5O6V6 · pith_short_16: XY743MB5O6V6IPYG · pith_short_8: XY743MB5

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/XY743MB5O6V6IPYGESZ5AU4QQ5 \
  | 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: be3fcdb03d77abe43f0624b3d053908740e4a777f474e3868509b50cfaf9ec87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d81824d081c71cd99b29fdadff2dedd35fd2a69d7b4797cffae909f554ef3bcc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-29T13:38:59Z",
    "title_canon_sha256": "06e58f3a10ebea7380b331a4377577d72ae05b89089205a7776e349c367868ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.10829",
    "kind": "arxiv",
    "version": 1
  }
}