Pith Number

pith:QE77I4WD

pith:2020:QE77I4WDEHB2C5CVW2XDGP2BME

not attested not anchored not stored refs pending

Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation

Lin Guan, Mudit Verma, Ruohan Zhang, Sihang Guo, Subbarao Kambhampati

arxiv:2006.14804 v5 · 2020-06-26 · 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{QE77I4WDEHB2C5CVW2XDGP2BME}

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.

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	2026-07-05T03:26:13.172004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

813ff472c321c3a17455b6ae333f41610100c917c28d35192a1f5e9b4d7c9848

Aliases

arxiv: 2006.14804 · arxiv_version: 2006.14804v5 · doi: 10.48550/arxiv.2006.14804 · pith_short_12: QE77I4WDEHB2 · pith_short_16: QE77I4WDEHB2C5CV · pith_short_8: QE77I4WD

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/QE77I4WDEHB2C5CVW2XDGP2BME \
  | 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: 813ff472c321c3a17455b6ae333f41610100c917c28d35192a1f5e9b4d7c9848

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e66164a475ee55c3b3033dc2516b45598ccaab1dc19ff4bc1637254db60ccc83",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-06-26T05:40:05Z",
    "title_canon_sha256": "a98cf88c8a2e0917bd6feb8094c1af8b3d7377b3b3fb5d67ba88dbeef173ff3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.14804",
    "kind": "arxiv",
    "version": 5
  }
}