Pith Number

pith:OLWVHMQG

pith:2018:OLWVHMQGLTAK3NQXPLNMTMVLB4

not attested not anchored not stored refs pending

Variational Inference for Data-Efficient Model Learning in POMDPs

Jan St\"uhmer, Kai Arulkumaran, Katja Hofmann, Sebastian Tschiatschek

arxiv:1805.09281 v1 · 2018-05-23 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{OLWVHMQGLTAK3NQXPLNMTMVLB4}

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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

3 papers in Pith

Bayesian Optimization in Variational Latent Spaces with Dynamic Compression

Learning POMDP World Models from Observations with Language-Model Priors

Insider Attacks in Multi-Agent LLM Consensus Systems

Receipt and verification

First computed	2026-05-18T00:15:06.066372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72ed53b2065cc0adb6177adac9b2ab0f08d74a19542d8eb8cb14cce7ac03444c

Aliases

arxiv: 1805.09281 · arxiv_version: 1805.09281v1 · doi: 10.48550/arxiv.1805.09281 · pith_short_12: OLWVHMQGLTAK · pith_short_16: OLWVHMQGLTAK3NQX · pith_short_8: OLWVHMQG

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/OLWVHMQGLTAK3NQXPLNMTMVLB4 \
  | 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: 72ed53b2065cc0adb6177adac9b2ab0f08d74a19542d8eb8cb14cce7ac03444c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9885f1a291c93ee51668178d8bb0b9a754d88e95eb75012a0667f2e02e29d556",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-05-23T16:54:08Z",
    "title_canon_sha256": "93ab34a9625cb9bd34dc08fdfd7f4fc697e4671c4878972f1bf14cbb4295e21d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.09281",
    "kind": "arxiv",
    "version": 1
  }
}