Pith Number

pith:JZFBZH74

pith:2024:JZFBZH74GSE6SSYIU6LZULQUSC

not attested not anchored not stored refs pending

FuRL: Visual-Language Models as Fuzzy Rewards for Reinforcement Learning

Benoit Boulet, Di Wu, Haichao Zhang, Wei Xu, Yuwei Fu

arxiv:2406.00645 v2 · 2024-06-02 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JZFBZH74GSE6SSYIU6LZULQUSC}

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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

Preference VLM: Leveraging VLMs for Scalable Preference-Based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:27:26.521422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e4a1c9ffc3489e94b08a7979a2e1490abae3af62b6a3edbb9f3fdd1a0224012

Aliases

arxiv: 2406.00645 · arxiv_version: 2406.00645v2 · doi: 10.48550/arxiv.2406.00645 · pith_short_12: JZFBZH74GSE6 · pith_short_16: JZFBZH74GSE6SSYI · pith_short_8: JZFBZH74

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/JZFBZH74GSE6SSYIU6LZULQUSC \
  | 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: 4e4a1c9ffc3489e94b08a7979a2e1490abae3af62b6a3edbb9f3fdd1a0224012

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "193e2262951716436dce8f4884352a05296a285a6392d9106b018e38e0a2a975",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-02T07:20:08Z",
    "title_canon_sha256": "d005134e17128808864ea15dbd7c5e7451290624bd12c0fa5f3c6c891f644c3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00645",
    "kind": "arxiv",
    "version": 2
  }
}