Pith Number

pith:P6YLOMPZ

pith:2024:P6YLOMPZUJQGG436AM7DNFHHV2

not attested not anchored not stored refs pending

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Dacheng Tao, Haocheng Feng, Huanjin Yao, Jiaxing Huang, Jingyi Zhang, Li Shen, Shunyu Liu, Wenhao Wu, Yibo Wang, Yingjie Wang, Yuxin Song

arxiv:2412.18319 v2 · 2024-12-24 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P6YLOMPZUJQGG436AM7DNFHHV2}

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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

24 papers in Pith

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning

TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution

Receipt and verification

First computed	2026-07-05T09:55:36.075462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fb0b731f9a26063737e033e3694e7ae979714146177762eb9ae26ee22700b02

Aliases

arxiv: 2412.18319 · arxiv_version: 2412.18319v2 · doi: 10.48550/arxiv.2412.18319 · pith_short_12: P6YLOMPZUJQG · pith_short_16: P6YLOMPZUJQGG436 · pith_short_8: P6YLOMPZ

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/P6YLOMPZUJQGG436AM7DNFHHV2 \
  | 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: 7fb0b731f9a26063737e033e3694e7ae979714146177762eb9ae26ee22700b02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6efb233d453797d912a1a911bdce3a83421b1868b1de2e34a98d16bd436dd37a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-24T10:07:51Z",
    "title_canon_sha256": "41c96ad1044493da6b945f2ac7d256eb277a8ccfa0e85a93472018843c1335db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18319",
    "kind": "arxiv",
    "version": 2
  }
}