Pith. sign in
Pith Number

pith:EDNFTUXG

pith:2024:EDNFTUXGL7IZDCT6MNIXEIF35G
not attested not anchored not stored refs pending

What does guidance do? A fine-grained analysis in a simple setting

Holden Lee, Jianfeng Lu, Khashayar Gatmiry, Muthu Chidambaram, Sitan Chen

arxiv:2409.13074 v1 · 2024-09-19 · cs.LG · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EDNFTUXGL7IZDCT6MNIXEIF35G}

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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T09:09:28.778206Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

20da59d2e65fd1918a7e63517220bbe9a88e271747f883b5beabce5c07627e5c

Aliases

arxiv: 2409.13074 · arxiv_version: 2409.13074v1 · doi: 10.48550/arxiv.2409.13074 · pith_short_12: EDNFTUXGL7IZ · pith_short_16: EDNFTUXGL7IZDCT6 · pith_short_8: EDNFTUXG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EDNFTUXGL7IZDCT6MNIXEIF35G \
  | 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: 20da59d2e65fd1918a7e63517220bbe9a88e271747f883b5beabce5c07627e5c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4aad206122f8340d1d289a7c7144514c184381f5bd81e0201b93b226f051c9e7",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-19T20:16:33Z",
    "title_canon_sha256": "22e2602a75207383edcb96ae8e5fb16e9950f75c7f0a73ca27239d3032214d9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.13074",
    "kind": "arxiv",
    "version": 1
  }
}