Pith Number

pith:SRUBPYC7

pith:2021:SRUBPYC7CC2RPMXKJTNODKHLLF

not attested not anchored not stored refs pending

Imitation Learning by Reinforcement Learning

Kamil Ciosek

arxiv:2108.04763 v2 · 2021-08-10 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SRUBPYC7CC2RPMXKJTNODKHLLF}

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	2026-07-05T04:05:12.601768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

946817e05f10b517b2ea4cdae1a8eb5976ea5fa6fb77753fdd98545a28160ea2

Aliases

arxiv: 2108.04763 · arxiv_version: 2108.04763v2 · doi: 10.48550/arxiv.2108.04763 · pith_short_12: SRUBPYC7CC2R · pith_short_16: SRUBPYC7CC2RPMXK · pith_short_8: SRUBPYC7

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/SRUBPYC7CC2RPMXKJTNODKHLLF \
  | 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: 946817e05f10b517b2ea4cdae1a8eb5976ea5fa6fb77753fdd98545a28160ea2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e2d9b6ce316416659c35fe56191e17228a79a217cc34a239d306bd76d60a47e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-08-10T16:14:41Z",
    "title_canon_sha256": "f1577fe436114dd4f38305c237117cea30479ed3b12aa0c4f7811131a6bcc03c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.04763",
    "kind": "arxiv",
    "version": 2
  }
}