Pith Number

pith:ANXLC7OY

pith:2022:ANXLC7OYMD7WL23JZLYGGM4OI4

not attested not anchored not stored refs pending

Multi-Horizon Representations with Hierarchical Forward Models for Reinforcement Learning

Lukas Sch\"afer, Stefano V. Albrecht, Trevor McInroe

arxiv:2206.11396 v2 · 2022-06-22 · 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{ANXLC7OYMD7WL23JZLYGGM4OI4}

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	2026-07-05T07:38:24.328392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

036eb17dd860ff65eb69caf063338e4728ebad412c616ad246b939b9eaa58540

Aliases

arxiv: 2206.11396 · arxiv_version: 2206.11396v2 · doi: 10.48550/arxiv.2206.11396 · pith_short_12: ANXLC7OYMD7W · pith_short_16: ANXLC7OYMD7WL23J · pith_short_8: ANXLC7OY

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/ANXLC7OYMD7WL23JZLYGGM4OI4 \
  | 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: 036eb17dd860ff65eb69caf063338e4728ebad412c616ad246b939b9eaa58540

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02ad37e44844c155d9f3502441331d97823051eb22e2f3ff4e6b5d76d4bb14fc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-22T21:50:07Z",
    "title_canon_sha256": "8ba50373366786ad57de57f6bc8b450056821afc7726680f7743edf95828388c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11396",
    "kind": "arxiv",
    "version": 2
  }
}