Pith Number

pith:5HDWYIID

pith:2023:5HDWYIIDPVDKKSH4BGGOUWKBQD

not attested not anchored not stored refs pending

Learning to Modulate pre-trained Models in RL

Fabian Paischer, Markus Hofmarcher, Razvan Pascanu, Sepp Hochreiter, Thomas Schmied

arxiv:2306.14884 v2 · 2023-06-26 · 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{5HDWYIIDPVDKKSH4BGGOUWKBQD}

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	2026-07-05T07:05:45.574489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9c76c21037d46a548fc098cea594180e5f5b63843eac871bfd571db6418c60b

Aliases

arxiv: 2306.14884 · arxiv_version: 2306.14884v2 · doi: 10.48550/arxiv.2306.14884 · pith_short_12: 5HDWYIIDPVDK · pith_short_16: 5HDWYIIDPVDKKSH4 · pith_short_8: 5HDWYIID

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/5HDWYIIDPVDKKSH4BGGOUWKBQD \
  | 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: e9c76c21037d46a548fc098cea594180e5f5b63843eac871bfd571db6418c60b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a38e53f3811461704abe0b29aecc45944a907015d344596d03196839008cf54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-26T17:53:05Z",
    "title_canon_sha256": "22d94e02e948ec5066e36110afb73c0f6ee73e9655ded837cb811b3189dbca97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.14884",
    "kind": "arxiv",
    "version": 2
  }
}