Pith Number

pith:CRLQZXOY

pith:2025:CRLQZXOY55NK45P7UY3HL7K2MQ

not attested not anchored not stored refs pending

GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks

Enna Sachdeva, Haoqiang Kang, Kwonjoon Lee, Piyush Gupta, Sangjae Bae

arxiv:2503.06514 v2 · 2025-03-09 · cs.CL · cs.AI · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{CRLQZXOY55NK45P7UY3HL7K2MQ}

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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

GFlowGR: Fine-tuning Generative Recommendation Frameworks with Generative Flow Networks

Receipt and verification

First computed	2026-07-05T10:38:44.006861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14570cddd8ef5aae75ffa63675fd5a640f32af29c32fbfce12e15608d1288c47

Aliases

arxiv: 2503.06514 · arxiv_version: 2503.06514v2 · doi: 10.48550/arxiv.2503.06514 · pith_short_12: CRLQZXOY55NK · pith_short_16: CRLQZXOY55NK45P7 · pith_short_8: CRLQZXOY

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/CRLQZXOY55NK45P7UY3HL7K2MQ \
  | 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: 14570cddd8ef5aae75ffa63675fd5a640f32af29c32fbfce12e15608d1288c47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec28f303e51ce7ec91941df0dfb4ea7ce3f470e3e32351c1fcfd566df1de4bca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-09T08:38:10Z",
    "title_canon_sha256": "edbc5e4fc0a603a3f2b58f66a1f4113d7a02edcf492255d7fbdce998ac024680"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06514",
    "kind": "arxiv",
    "version": 2
  }
}