Pith Number

pith:6DTL5EHR

pith:2024:6DTL5EHR7NAOTTAZ3IITJ3CPOF

not attested not anchored not stored refs pending

Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes

Aodi Li, Liansheng Zhuang, Minghong Yao, Shafei Wang, Xiao Long

arxiv:2412.13573 v2 · 2024-12-18 · 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{6DTL5EHR7NAOTTAZ3IITJ3CPOF}

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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

2 papers in Pith

TuneAhead: Predicting Fine-tuning Performance Before Full Training Begins

A Risk Decomposition Framework for Pre-Hoc Fine-Tuning Prediction

Receipt and verification

First computed	2026-07-05T10:48:23.164951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0e6be90f1fb40e9cc19da1134ec4f7175c97412437eff6bbe00de5024628e18

Aliases

arxiv: 2412.13573 · arxiv_version: 2412.13573v2 · doi: 10.48550/arxiv.2412.13573 · pith_short_12: 6DTL5EHR7NAO · pith_short_16: 6DTL5EHR7NAOTTAZ · pith_short_8: 6DTL5EHR

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/6DTL5EHR7NAOTTAZ3IITJ3CPOF \
  | 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: f0e6be90f1fb40e9cc19da1134ec4f7175c97412437eff6bbe00de5024628e18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "953e79a6f859f5d20fb1c14565db5fa0bb029db228a6f190b95e48c18cb2c44f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-18T07:45:30Z",
    "title_canon_sha256": "7ed705d4f82511d0a80b8987838e113e8ed04097905fa1260a8a37d4ebb4bd61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13573",
    "kind": "arxiv",
    "version": 2
  }
}