Pith Number

pith:TTO4PV7L

pith:2025:TTO4PV7LO3YTYJ2XMXGDQN5R4F

not attested not anchored not stored refs pending

Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models

Congkai Xie, Fei Wu, Guanghao Zhu, Hongxia Yang, Jianbo Yuan, Qing Li, Shengyu Zhang, Shing-Chi Cheung, Xinyao Wang, Yuhang Liu, Zeyu Liu, Zhen Li

arxiv:2505.23091 v3 · 2025-05-29 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TTO4PV7LO3YTYJ2XMXGDQN5R4F}

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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

4 papers in Pith

VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct

LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression

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

Latent Visual Reasoning

Receipt and verification

First computed	2026-07-05T11:25:45.274112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cddc7d7eb76f13c275765cc3837b1e16d3ed28c9decb90d8fff065276b58aad

Aliases

arxiv: 2505.23091 · arxiv_version: 2505.23091v3 · doi: 10.48550/arxiv.2505.23091 · pith_short_12: TTO4PV7LO3YT · pith_short_16: TTO4PV7LO3YTYJ2X · pith_short_8: TTO4PV7L

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/TTO4PV7LO3YTYJ2XMXGDQN5R4F \
  | 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: 9cddc7d7eb76f13c275765cc3837b1e16d3ed28c9decb90d8fff065276b58aad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a4ff5741a0bd0ac01a208b4198b40be84859391ab11175534ca2c02104d5eb9",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-29T04:51:56Z",
    "title_canon_sha256": "4be5f0531b1d4bb2d5980276b5c2e94403661e2d72f07dd8049be2c35888cb75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23091",
    "kind": "arxiv",
    "version": 3
  }
}