Pith. sign in
Pith Number

pith:BYG5GBC2

pith:2023:BYG5GBC24KDLYVWRHISG74VYLQ
not attested not anchored not stored refs pending

TransFlow: Transformer as Flow Learner

Dongfang Liu, Huaijin Chen, Qifan Wang, Siqi Ma, Tong Geng, Yawen Lu, Yingjie Victor Chen

arxiv:2304.11523 v1 · 2023-04-23 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BYG5GBC24KDLYVWRHISG74VYLQ}

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.
Receipt and verification
First computed 2026-07-05T06:03:33.849514Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0e0dd3045ae286bc56d13a246ff2b85c14852cf9a28e1c66dd3eace5c640ef4a

Aliases

arxiv: 2304.11523 · arxiv_version: 2304.11523v1 · doi: 10.48550/arxiv.2304.11523 · pith_short_12: BYG5GBC24KDL · pith_short_16: BYG5GBC24KDLYVWR · pith_short_8: BYG5GBC2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BYG5GBC24KDLYVWRHISG74VYLQ \
  | 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: 0e0dd3045ae286bc56d13a246ff2b85c14852cf9a28e1c66dd3eace5c640ef4a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7844b787224b7905d63e83d077948d6b2657b310b28c8dbd200644b354876842",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-23T03:11:23Z",
    "title_canon_sha256": "711ad8460ce7b66fb77faedb380552e05b170101ec46b0ca648fb8629bce0a21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11523",
    "kind": "arxiv",
    "version": 1
  }
}