Pith Number

pith:I74ZOJGM

pith:2024:I74ZOJGMMUES7EJNGBL4AVB6I4

not attested not anchored not stored refs pending

Code as Reward: Empowering Reinforcement Learning with VLMs

Ankit Anand, David Venuto, Doina Precup, Martin Klissarov, Sami Nur Islam, Sherry Yang

arxiv:2402.04764 v1 · 2024-02-07 · 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{I74ZOJGMMUES7EJNGBL4AVB6I4}

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

3 papers in Pith

Learning Process Rewards via Success Visitation Matching for Efficient RL

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence

QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents

Receipt and verification

First computed	2026-07-05T07:42:32.118140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47f99724cc65092f912d3057c0543e47337ac1135d693e4fcfd07aa6e108eda9

Aliases

arxiv: 2402.04764 · arxiv_version: 2402.04764v1 · doi: 10.48550/arxiv.2402.04764 · pith_short_12: I74ZOJGMMUES · pith_short_16: I74ZOJGMMUES7EJN · pith_short_8: I74ZOJGM

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/I74ZOJGMMUES7EJNGBL4AVB6I4 \
  | 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: 47f99724cc65092f912d3057c0543e47337ac1135d693e4fcfd07aa6e108eda9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c752f9910a63a8c17da1336d6fef3aa25db9703efa161513a4086d940292573",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T11:27:45Z",
    "title_canon_sha256": "afdb49aa42eb975a3020db973f91ba70ab32c9ce395a67a4d8245c705ca95439"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04764",
    "kind": "arxiv",
    "version": 1
  }
}