Pith Number

pith:MDTJICDG

pith:2025:MDTJICDGBSITN3ASAUJGTKEDGQ

not attested not anchored not stored refs pending

Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder

Guangfu Hao, Guoqing Ma, Liangxuan Guo, Shan Yu, Yang Chen, Yuhan Zhang

arxiv:2502.05555 v1 · 2025-02-08 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDTJICDGBSITN3ASAUJGTKEDGQ}

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	2026-07-05T10:11:39.890101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60e69408660c9136ec12051269a883342e6946763542f8cd80edfd3300c5a073

Aliases

arxiv: 2502.05555 · arxiv_version: 2502.05555v1 · doi: 10.48550/arxiv.2502.05555 · pith_short_12: MDTJICDGBSIT · pith_short_16: MDTJICDGBSITN3AS · pith_short_8: MDTJICDG

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/MDTJICDGBSITN3ASAUJGTKEDGQ \
  | 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: 60e69408660c9136ec12051269a883342e6946763542f8cd80edfd3300c5a073

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8af05b76a5ab634eb8e69e28b031541c844f2a982e48db983f8fa93ebf9fff9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-08T12:57:02Z",
    "title_canon_sha256": "e05a47fc23d9f78e27cb43667043c0d189c0a256ab121f4bb56df2951ca13e82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05555",
    "kind": "arxiv",
    "version": 1
  }
}