Pith Number

pith:AEVFNDB6

pith:2024:AEVFNDB6P2P3GSLKYHF4XYVV5R

not attested not anchored not stored refs pending

T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task

Liang Xu, Shijian Fan, Xindi Tong, Yujin Zhu

arxiv:2409.17640 v3 · 2024-09-26 · cs.CL · 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{AEVFNDB6P2P3GSLKYHF4XYVV5R}

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	2026-07-05T10:03:46.418637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

012a568c3e7e9fb3496ac1cbcbe2b5ec7481cdfd72e160569929265b5df27020

Aliases

arxiv: 2409.17640 · arxiv_version: 2409.17640v3 · doi: 10.48550/arxiv.2409.17640 · pith_short_12: AEVFNDB6P2P3 · pith_short_16: AEVFNDB6P2P3GSLK · pith_short_8: AEVFNDB6

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/AEVFNDB6P2P3GSLKYHF4XYVV5R \
  | 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: 012a568c3e7e9fb3496ac1cbcbe2b5ec7481cdfd72e160569929265b5df27020

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6aaf99f654686486e2b1cf7f4cbce794064e7c8b41ce4bcb585c87e88344ee24",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-26T08:44:38Z",
    "title_canon_sha256": "dad757132f64ed571be20ead1d0defb78ae716631bc88fd7537b2370228617fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17640",
    "kind": "arxiv",
    "version": 3
  }
}