Pith Number

pith:DOHHZGXR

pith:2022:DOHHZGXRI5JP5N3W425CUYE2ZP

not attested not anchored not stored refs pending

Improving Sample Efficiency of Value Based Models Using Attention and Vision Transformers

Amir Ardalan Kalantari, Doina Precup, Mohammad Amini, Sarath Chandar

arxiv:2202.00710 v1 · 2022-02-01 · cs.AI · 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{DOHHZGXRI5JP5N3W425CUYE2ZP}

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	2026-07-05T03:53:26.606484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b8e7c9af14752feb776e6ba2a609acbc76afe69dcfc9a7269f549aabaa9ff6c

Aliases

arxiv: 2202.00710 · arxiv_version: 2202.00710v1 · doi: 10.48550/arxiv.2202.00710 · pith_short_12: DOHHZGXRI5JP · pith_short_16: DOHHZGXRI5JP5N3W · pith_short_8: DOHHZGXR

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/DOHHZGXRI5JP5N3W425CUYE2ZP \
  | 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: 1b8e7c9af14752feb776e6ba2a609acbc76afe69dcfc9a7269f549aabaa9ff6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f241145f16498d1863a566831cd982d1e626741628bb059d8d5fe30b281c591",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-02-01T19:03:03Z",
    "title_canon_sha256": "904b5222ca9fe4b65855f7b57a63313e977da7ce9ccb5e6d9d7be8388be968c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00710",
    "kind": "arxiv",
    "version": 1
  }
}