Pith Number

pith:2FQXE3ZJ

pith:2022:2FQXE3ZJXOOAF3IKTJMNK257SU

not attested not anchored not stored refs pending

Minimax Optimal Online Imitation Learning via Replay Estimation

Gokul Swamy, J. Andrew Bagnell, Jiantao Jiao, Kannan Ramchandran, Matthew Peng, Nived Rajaraman, Sanjiban Choudhury, Zhiwei Steven Wu

arxiv:2205.15397 v5 · 2022-05-30 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FQXE3ZJXOOAF3IKTJMNK257SU}

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

Dynamic Action Interpolation: A Universal Approach for Accelerating Reinforcement Learning with Expert Guidance

Receipt and verification

First computed	2026-07-05T05:33:11.549504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d161726f29bb9c02ed0a9a58d56bbf9537613f3639cbbfd932977c9f626e4f51

Aliases

arxiv: 2205.15397 · arxiv_version: 2205.15397v5 · doi: 10.48550/arxiv.2205.15397 · pith_short_12: 2FQXE3ZJXOOA · pith_short_16: 2FQXE3ZJXOOAF3IK · pith_short_8: 2FQXE3ZJ

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/2FQXE3ZJXOOAF3IKTJMNK257SU \
  | 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: d161726f29bb9c02ed0a9a58d56bbf9537613f3639cbbfd932977c9f626e4f51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39955d79d7c23a3d1a0626c36909b3d0a5d1fbf8230eb80ffe2b3dc6235d0f41",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-30T19:29:56Z",
    "title_canon_sha256": "951276f4836216697f322554d959f313473c59391dcf64f996c0c728b2f0c88e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15397",
    "kind": "arxiv",
    "version": 5
  }
}