Pith Number

pith:KWDQAP53

pith:2023:KWDQAP534MZUTE33EJGRSXVDYA

not attested not anchored not stored refs pending

LLM Augmented Hierarchical Agents

Bharat Prakash, Tim Oates, Tinoosh Mohsenin

arxiv:2311.05596 v1 · 2023-11-09 · cs.LG · cs.AI · 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{KWDQAP534MZUTE33EJGRSXVDYA}

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

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing

Receipt and verification

First computed	2026-07-05T07:11:09.757066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5587003fbbe33349937b224d195ea3c0374ac5a9e0cf58e8d6b31ffc4687a1d3

Aliases

arxiv: 2311.05596 · arxiv_version: 2311.05596v1 · doi: 10.48550/arxiv.2311.05596 · pith_short_12: KWDQAP534MZU · pith_short_16: KWDQAP534MZUTE33 · pith_short_8: KWDQAP53

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/KWDQAP534MZUTE33EJGRSXVDYA \
  | 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: 5587003fbbe33349937b224d195ea3c0374ac5a9e0cf58e8d6b31ffc4687a1d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27563969063bbbbef72ccad0e8b8d18de71ea0a3023a2a4dc8ab063a16e643b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-09T18:54:28Z",
    "title_canon_sha256": "ab6a66ecd2e0522a0ac7510b235bd255147e6a86f668aecc46fc6a9d78aef3f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05596",
    "kind": "arxiv",
    "version": 1
  }
}