Pith Number

pith:5I3ARD4P

pith:2023:5I3ARD4PLAVX73E3GHVK2VGMQL

not attested not anchored not stored refs pending

Semantic HELM: A Human-Readable Memory for Reinforcement Learning

Fabian Paischer, Markus Hofmarcher, Sepp Hochreiter, Thomas Adler

arxiv:2306.09312 v2 · 2023-06-15 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5I3ARD4PLAVX73E3GHVK2VGMQL}

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

CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives

Receipt and verification

First computed	2026-07-05T07:05:44.550249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea36088f8f582b7fec9b31eaad54cc82c7288833f30099abffa163465b6683a4

Aliases

arxiv: 2306.09312 · arxiv_version: 2306.09312v2 · doi: 10.48550/arxiv.2306.09312 · pith_short_12: 5I3ARD4PLAVX · pith_short_16: 5I3ARD4PLAVX73E3 · pith_short_8: 5I3ARD4P

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/5I3ARD4PLAVX73E3GHVK2VGMQL \
  | 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: ea36088f8f582b7fec9b31eaad54cc82c7288833f30099abffa163465b6683a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6a1c8d0d967f28dc8481f253031d2439d2b72dd697d8b944ff599017b5ecc4f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T17:47:31Z",
    "title_canon_sha256": "a062c3190cb5c4c47a726d0535f902f2e817775c7a1ce223e9efdee4e119acfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09312",
    "kind": "arxiv",
    "version": 2
  }
}