Pith. sign in
Pith Number

pith:XLBYOIYU

pith:2022:XLBYOIYUUVZCULEQCKHHXETS7R
not attested not anchored not stored refs pending

Conditional Imitation Learning for Multi-Agent Games

Andy Shih, Dorsa Sadigh, Stefano Ermon

arxiv:2201.01448 v1 · 2022-01-05 · cs.LG · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XLBYOIYUUVZCULEQCKHHXETS7R}

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 2026-07-05T03:46:05.728195Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bac3872314a5722a2c90128e7b9272fc74074ba8ca6f03d0a145106001b90f44

Aliases

arxiv: 2201.01448 · arxiv_version: 2201.01448v1 · doi: 10.48550/arxiv.2201.01448 · pith_short_12: XLBYOIYUUVZC · pith_short_16: XLBYOIYUUVZCULEQ · pith_short_8: XLBYOIYU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XLBYOIYUUVZCULEQCKHHXETS7R \
  | 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: bac3872314a5722a2c90128e7b9272fc74074ba8ca6f03d0a145106001b90f44
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dde773e5295bf9a6c25df1cb20b5f27e1fa6887242c5ef150465489732482833",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-05T04:40:13Z",
    "title_canon_sha256": "56c05adf2ddb0b38c90bc5c95a1c6e842c02f8856ce29fc7402a18e9c5900388"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.01448",
    "kind": "arxiv",
    "version": 1
  }
}