Pith Number

pith:Z7NUCBYK

pith:2025:Z7NUCBYK7I573ZCKB47PFXXNRJ

not attested not anchored not stored refs pending

Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Ding Zou, Hongchen Luo, Huilin Deng, Rui Ma, Yang Cao, Yu Kang

arxiv:2503.07065 v1 · 2025-03-10 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z7NUCBYK7I573ZCKB47PFXXNRJ}

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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

14 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views

Stage-1 Controls the Entropy Regime, Not the Outcome

Towards One-to-Many Temporal Grounding

D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:27:48.996954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfdb41070afa3bfde44a0f3ef2deed8a67856a760c1f7a8111a10cd7a0f40f1f

Aliases

arxiv: 2503.07065 · arxiv_version: 2503.07065v1 · doi: 10.48550/arxiv.2503.07065 · pith_short_12: Z7NUCBYK7I57 · pith_short_16: Z7NUCBYK7I573ZCK · pith_short_8: Z7NUCBYK

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/Z7NUCBYK7I573ZCKB47PFXXNRJ \
  | 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: cfdb41070afa3bfde44a0f3ef2deed8a67856a760c1f7a8111a10cd7a0f40f1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "721a71b2d594fde70b18322eab9f2e398f6e89ebea2a421f797649616b885498",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-10T08:48:50Z",
    "title_canon_sha256": "5c81658ac165a5da5ebeb55c2aca68c2c51eb2cf0791712f511ffbe885e8a684"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07065",
    "kind": "arxiv",
    "version": 1
  }
}