Pith Number

pith:AEFU63F4

pith:2021:AEFU63F4LXU2Y45LW3E3N4P7XM

not attested not anchored not stored refs pending

Guided Policy Search for Parameterized Skills using Adverbs

Benjamin A. Spiegel, George Konidaris

arxiv:2110.15799 v1 · 2021-10-23 · cs.AI · cs.CL · cs.HC · 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{AEFU63F4LXU2Y45LW3E3N4P7XM}

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

Reinforcement Learning of Flexible Policies for Symbolic Instructions with Adjustable Mapping Specifications

Receipt and verification

First computed	2026-07-05T03:27:14.500384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

010b4f6cbc5de9ac73abb6c9b6f1ffbb0531c22113fbd91483405ebec3a5b6eb

Aliases

arxiv: 2110.15799 · arxiv_version: 2110.15799v1 · doi: 10.48550/arxiv.2110.15799 · pith_short_12: AEFU63F4LXU2 · pith_short_16: AEFU63F4LXU2Y45L · pith_short_8: AEFU63F4

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/AEFU63F4LXU2Y45LW3E3N4P7XM \
  | 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: 010b4f6cbc5de9ac73abb6c9b6f1ffbb0531c22113fbd91483405ebec3a5b6eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52d1c780f40153934462418b6b30295415aa53bbcef440fbbcafd51870a25a8d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.HC",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-10-23T21:34:09Z",
    "title_canon_sha256": "3a0b5b87f782ba378e9e4340409e52e4e72e48c2d4351528c2e0cd262000e3fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15799",
    "kind": "arxiv",
    "version": 1
  }
}