Pith Number

pith:RLE26ZKN

pith:2020:RLE26ZKNPTSIIXLJJF4VC5FTEQ

not attested not anchored not stored refs pending

Machine versus Human Attention in Deep Reinforcement Learning Tasks

Bo Liu, Dana Ballard, Mary Hayhoe, Peter Stone, Ruohan Zhang, Sihang Guo, Yifeng Zhu

arxiv:2010.15942 v3 · 2020-10-29 · cs.LG · 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{RLE26ZKNPTSIIXLJJF4VC5FTEQ}

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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.

Cited by

1 paper in Pith

A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback

Receipt and verification

First computed	2026-07-05T03:28:35.494968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ac9af654d7ce4845d6949795174b324307c762cd2e317ba83b5983a9b1380ab

Aliases

arxiv: 2010.15942 · arxiv_version: 2010.15942v3 · doi: 10.48550/arxiv.2010.15942 · pith_short_12: RLE26ZKNPTSI · pith_short_16: RLE26ZKNPTSIIXLJ · pith_short_8: RLE26ZKN

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/RLE26ZKNPTSIIXLJJF4VC5FTEQ \
  | 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: 8ac9af654d7ce4845d6949795174b324307c762cd2e317ba83b5983a9b1380ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1283ed0cc52a74b289deffe3b220c660d84511f9b21f688d88fb3ddb6d0d4bce",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-29T20:58:45Z",
    "title_canon_sha256": "b860111d9a4b8eee335f6e7c214cd1f99a7872591b95dbccecce44b1136802ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.15942",
    "kind": "arxiv",
    "version": 3
  }
}