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pith:F5KIEAQK

pith:2025:F5KIEAQKKNBAV6MHLP3SPKPTRY
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Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models

Amala Sanjay Deshmukh, Andrew Tao, Bryan Catanzaro, De-An Huang, Guilin Liu, Guo Chen, Hao Zhang, Ilia Karmanov, Jan Kautz, Jose M. Alvarez, Karan Sapra, Lukas Voegtle, Matthieu Le, Nadine Chang, Philipp Fischer, Shihao Wang, Shilong Liu, Shiyi Lan, Subhashree Radhakrishnan, Timo Roman, Tong Lu, Tuomas Rintamaki, Vibashan VS, Yilin Zhao, Yishen Ji, Zhiding Yu, Zhiqi Li

arxiv:2501.14818 v1 · 2025-01-20 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{F5KIEAQKKNBAV6MHLP3SPKPTRY}

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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.

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25 papers in Pith

Receipt and verification
First computed 2026-07-05T10:05:19.089572Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2f5482020a53420af9875bf727a9f38e01098757400d39a6d0ae11852b195950

Aliases

arxiv: 2501.14818 · arxiv_version: 2501.14818v1 · doi: 10.48550/arxiv.2501.14818 · pith_short_12: F5KIEAQKKNBA · pith_short_16: F5KIEAQKKNBAV6MH · pith_short_8: F5KIEAQK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F5KIEAQKKNBAV6MHLP3SPKPTRY \
  | 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: 2f5482020a53420af9875bf727a9f38e01098757400d39a6d0ae11852b195950
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "12ace8496d7ce62f58de75050183b4d054084b71df2ea5ea6ec494b9e95bba81",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-20T18:40:47Z",
    "title_canon_sha256": "d6202cc7bd0fbacb17373320233927bb4be16cacf6c6e49cf8db58f3dc8fe03e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14818",
    "kind": "arxiv",
    "version": 1
  }
}