Pith Number

pith:WNFXWGFW

pith:2023:WNFXWGFWWRUBIRQUWV2KMFGDYL

not attested not anchored not stored refs pending

The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models

Ann Now\'e, Diederik M. Roijers, Florent Delgrange, Guillermo A. P\'erez, Raphael Avalos

arxiv:2303.03284 v3 · 2023-03-06 · cs.LG · 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{WNFXWGFWWRUBIRQUWV2KMFGDYL}

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

Bayesian updates from coalgebraic determinisation

Receipt and verification

First computed	2026-07-05T07:05:30.369091Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b34b7b18b6b468144614b574a614c3c2f8bedb8794e6af85668f0e937b019fbd

Aliases

arxiv: 2303.03284 · arxiv_version: 2303.03284v3 · doi: 10.48550/arxiv.2303.03284 · pith_short_12: WNFXWGFWWRUB · pith_short_16: WNFXWGFWWRUBIRQU · pith_short_8: WNFXWGFW

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/WNFXWGFWWRUBIRQUWV2KMFGDYL \
  | 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: b34b7b18b6b468144614b574a614c3c2f8bedb8794e6af85668f0e937b019fbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ba9804b9f84d9b5883fb486ef1d3f9711520ac51a8d0b9c3f1b4321c2168c8f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-06T16:59:14Z",
    "title_canon_sha256": "445815c3d8962989c18d2ea1701c34a897bfacd9aa2897ee73c34c931c128c73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03284",
    "kind": "arxiv",
    "version": 3
  }
}