Pith Number

pith:4CTJZSOM

pith:2023:4CTJZSOMKGKBXSHYDUZRWHFDR5

not attested not anchored not stored refs pending

Kernel Density Bayesian Inverse Reinforcement Learning

Aishwarya Mandyam, Andrew Jones, Barbara E. Engelhardt, Diana Cai, Didong Li, Jiayu Yao

arxiv:2303.06827 v4 · 2023-03-13 · cs.LG · 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{4CTJZSOMKGKBXSHYDUZRWHFDR5}

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.

Receipt and verification

First computed	2026-07-05T11:31:00.217614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a69cc9cc51941bc8f81d331b1ca38f6a7d8933f9ad338b62b7612e65edf78f

Aliases

arxiv: 2303.06827 · arxiv_version: 2303.06827v4 · doi: 10.48550/arxiv.2303.06827 · pith_short_12: 4CTJZSOMKGKB · pith_short_16: 4CTJZSOMKGKBXSHY · pith_short_8: 4CTJZSOM

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/4CTJZSOMKGKBXSHYDUZRWHFDR5 \
  | 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: e0a69cc9cc51941bc8f81d331b1ca38f6a7d8933f9ad338b62b7612e65edf78f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bad8f511d35918da985ae67103ae3740acd6642f2a4d92f33c27eb133a580381",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T03:00:03Z",
    "title_canon_sha256": "829aae2cfeed86875f68a75b47a41160816718270d43faa8a8189f9707e5eb8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06827",
    "kind": "arxiv",
    "version": 4
  }
}