Pith Number

pith:C5EOAUZN

pith:2025:C5EOAUZNKECRTFRIVWAS5MMNX2

not attested not anchored not stored refs pending

Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme

Pengfei Liu, Steffi Chern, Xuyang Shen, Yan Ma, Yiran Zhong

arxiv:2504.02587 v2 · 2025-04-03 · cs.LG · cs.CL · 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{C5EOAUZNKECRTFRIVWAS5MMNX2}

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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

CODA: Difficulty-Aware Compute Allocation for Adaptive Reasoning

Receipt and verification

First computed	2026-07-05T10:44:23.986365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1748e0532d5105199628ad812eb18dbea39002beb6083d42f2cd15c1a09fe8e2

Aliases

arxiv: 2504.02587 · arxiv_version: 2504.02587v2 · doi: 10.48550/arxiv.2504.02587 · pith_short_12: C5EOAUZNKECR · pith_short_16: C5EOAUZNKECRTFRI · pith_short_8: C5EOAUZN

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/C5EOAUZNKECRTFRIVWAS5MMNX2 \
  | 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: 1748e0532d5105199628ad812eb18dbea39002beb6083d42f2cd15c1a09fe8e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60f9fd4875bea75fe4789775d6e5eac9c4db2666bb7feba501032086295e2091",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-03T13:53:28Z",
    "title_canon_sha256": "6909378d23a4ce5f379dccba2f0d61c6db2489dec07ebade0c8aec32557ab3a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02587",
    "kind": "arxiv",
    "version": 2
  }
}