Pith Number

pith:Q65OO7YZ

pith:2017:Q65OO7YZKNRY5KI7JHF2MU2YHC

not attested not anchored not stored refs pending

Forecasting using incomplete models

Vanessa Kosoy

arxiv:1705.04630 v6 · 2017-05-12 · 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{Q65OO7YZKNRY5KI7JHF2MU2YHC}

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

Infra-Bayesian Reinforcement Learning Agents Outperform Classical RL For Worst-Case Robustness

Receipt and verification

First computed	2026-05-17T23:46:04.592257Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87bae77f1953638ea91f49cba6535838a8148af643da35da87482826e795d0ea

Aliases

arxiv: 1705.04630 · arxiv_version: 1705.04630v6 · doi: 10.48550/arxiv.1705.04630 · pith_short_12: Q65OO7YZKNRY · pith_short_16: Q65OO7YZKNRY5KI7 · pith_short_8: Q65OO7YZ

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/Q65OO7YZKNRY5KI7JHF2MU2YHC \
  | 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: 87bae77f1953638ea91f49cba6535838a8148af643da35da87482826e795d0ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df8f47b50e27c6d7aa74fbd374561f2997de02220d254312307849ba333d8442",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-12T15:38:57Z",
    "title_canon_sha256": "7c3e87e67ff22b6aaf40247005634573992f4678d6922f743475d1bc70570069"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.04630",
    "kind": "arxiv",
    "version": 6
  }
}