Pith Number

pith:ERMQVHD3

pith:2026:ERMQVHD3ZTZKO5QRQHXMSKYQHB

not attested not anchored not stored refs pending

Tutor-Student Reinforcement Learning: A Dynamic Curriculum for Robust Deepfake Detection

Baojin Huang, Chao Liang, Dengpan Ye, Jikang Cheng, Yuhong Yang, Zhanhe Lei, Zhen Han, Zhongyuan Wang

arxiv:2603.24139 v2 · 2026-03-25 · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ERMQVHD3ZTZKO5QRQHXMSKYQHB}

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	2026-05-21T02:05:01.640175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24590a9c7bccf2a7761181eec92b103872bbf13bc414a22af39f033b7919070c

Aliases

arxiv: 2603.24139 · arxiv_version: 2603.24139v2 · doi: 10.48550/arxiv.2603.24139 · pith_short_12: ERMQVHD3ZTZK · pith_short_16: ERMQVHD3ZTZKO5QR · pith_short_8: ERMQVHD3

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/ERMQVHD3ZTZKO5QRQHXMSKYQHB \
  | 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: 24590a9c7bccf2a7761181eec92b103872bbf13bc414a22af39f033b7919070c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d288c3899e088846b24cc1819e97a52cacf5cc67ae466443a778add713ae52b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-03-25T10:04:42Z",
    "title_canon_sha256": "2cb111995fd8c6719a92ca321f6f4a8e8ee410abb31835e54adccad568c8f55e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.24139",
    "kind": "arxiv",
    "version": 2
  }
}