Pith Number

pith:YDNCYSZE

pith:2025:YDNCYSZEWHLLSNVSI3IPXGBJQP

not attested not anchored not stored refs pending

Test-time Offline Reinforcement Learning on Goal-related Experience

Andreas Krause, Georg Martius, Jonas H\"ubotter, Marco Bagatella, Mert Albaba

arxiv:2507.18809 v2 · 2025-07-24 · 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{YDNCYSZEWHLLSNVSI3IPXGBJQP}

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

2 papers in Pith

Dejavu: Towards Experience Feedback Learning for Embodied Intelligence

Learning to Discover at Test Time

Receipt and verification

First computed	2026-05-18T03:09:34.981253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0da2c4b24b1d6b936b246d0fb982983f60cbbb21c8b0110cc64b437dd0c5c04

Aliases

arxiv: 2507.18809 · arxiv_version: 2507.18809v2 · doi: 10.48550/arxiv.2507.18809 · pith_short_12: YDNCYSZEWHLL · pith_short_16: YDNCYSZEWHLLSNVS · pith_short_8: YDNCYSZE

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/YDNCYSZEWHLLSNVSI3IPXGBJQP \
  | 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: c0da2c4b24b1d6b936b246d0fb982983f60cbbb21c8b0110cc64b437dd0c5c04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31b05c4e4ad2ad4ef6c868fd12e1f1d3006b033a614144ba34d0928581d3f942",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-24T21:11:39Z",
    "title_canon_sha256": "ea51ed3063d1bf0826633598e375d49a5aff20700692c044e33f8ca422c8fb6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18809",
    "kind": "arxiv",
    "version": 2
  }
}