Pith Number

pith:J5N7UAKW

pith:2023:J5N7UAKWSZ4LGQVF26CH734G6S

not attested not anchored not stored refs pending

Exploiting Contextual Structure to Generate Useful Auxiliary Tasks

Ankit Shah, Benedict Quartey, George Konidaris

arxiv:2303.05038 v2 · 2023-03-09 · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J5N7UAKWSZ4LGQVF26CH734G6S}

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	2026-07-05T08:04:11.984658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f5bfa01569678b342a5d7847fef86f4a1883c54448f8db15e1e2a8181f5537e

Aliases

arxiv: 2303.05038 · arxiv_version: 2303.05038v2 · doi: 10.48550/arxiv.2303.05038 · pith_short_12: J5N7UAKWSZ4L · pith_short_16: J5N7UAKWSZ4LGQVF · pith_short_8: J5N7UAKW

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/J5N7UAKWSZ4LGQVF26CH734G6S \
  | 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: 4f5bfa01569678b342a5d7847fef86f4a1883c54448f8db15e1e2a8181f5537e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73481d3b39241503351191996f50c3a72082f959f22175e1cb3b574462a9c828",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-09T05:11:30Z",
    "title_canon_sha256": "d512d69f299a0caf4e58d3372d73695618689114d3339ea6186295ed3e498ea0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.05038",
    "kind": "arxiv",
    "version": 2
  }
}