Pith Number

pith:SYHSW3NX

pith:2024:SYHSW3NXWPPSNFAOUVIQST2RBG

not attested not anchored not stored refs pending

Diving into Self-Evolving Training for Multimodal Reasoning

Fan Zhou, Junlong Li, Junxian He, Wei Liu, Xiwen Zhang, Yu Cheng

arxiv:2412.17451 v3 · 2024-12-23 · cs.CL · cs.AI · cs.CV · 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{SYHSW3NXWPPSNFAOUVIQST2RBG}

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

6 papers in Pith

Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

From System 1 to System 2: A Survey of Reasoning Large Language Models

EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

Receipt and verification

First computed	2026-07-05T11:16:53.582545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

960f2b6db7b3df26940ea551094f5109856b782cfd794712441f4603ce76403a

Aliases

arxiv: 2412.17451 · arxiv_version: 2412.17451v3 · doi: 10.48550/arxiv.2412.17451 · pith_short_12: SYHSW3NXWPPS · pith_short_16: SYHSW3NXWPPSNFAO · pith_short_8: SYHSW3NX

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/SYHSW3NXWPPSNFAOUVIQST2RBG \
  | 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: 960f2b6db7b3df26940ea551094f5109856b782cfd794712441f4603ce76403a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3575fca06d059db11e4614086e1fa8ac935f26918b0207bbef27f0bb72d67117",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-23T10:18:41Z",
    "title_canon_sha256": "a000f3ebdfbe1a449d02d16fb308d7d4c17fa284f882dee50852fe5a1b15dcce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17451",
    "kind": "arxiv",
    "version": 3
  }
}