Pith Number

pith:TYJQBQRQ

pith:2026:TYJQBQRQ3NBOGZ6BWUT7O2HYTA

not attested not anchored not stored refs pending

Imprecise Belief Fusion Improves Multi-agent Social Learning

Jonathan Lawry, Michael Crosscombe, Zixuan Liu

arxiv:2608.01367 v1 · 2026-08-02 · cs.MA · cs.AI · physics.soc-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TYJQBQRQ3NBOGZ6BWUT7O2HYTA}

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.

Receipt and verification

First computed	2026-08-04T02:04:53.411917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e1300c230db42e367c1b527f768f89809b021a5198adaba33005d7ca75c3b51

Aliases

arxiv: 2608.01367 · arxiv_version: 2608.01367v1 · doi: 10.48550/arxiv.2608.01367 · pith_short_12: TYJQBQRQ3NBO · pith_short_16: TYJQBQRQ3NBOGZ6B · pith_short_8: TYJQBQRQ

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/TYJQBQRQ3NBOGZ6BWUT7O2HYTA \
  | 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: 9e1300c230db42e367c1b527f768f89809b021a5198adaba33005d7ca75c3b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa947998a0f6123dca274e6cbcf574b875764a9d237581178b7d45dbe16b3618",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-08-02T16:39:33Z",
    "title_canon_sha256": "e4c675c32f7faacb30ce11dcd0073cc0f799ce495d605afa58bc17fcfebbcd2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.01367",
    "kind": "arxiv",
    "version": 1
  }
}