Pith Number

pith:NACDL2BS

pith:2023:NACDL2BSY3MDQQWFBYZVVS32LK

not attested not anchored not stored refs pending

Learning Models of Adversarial Agent Behavior under Partial Observability

Letian Chen, Manisha Natarajan, Matthew C. Gombolay, Rohan Paleja, Sean Ye, Zixuan Wu

arxiv:2306.11168 v2 · 2023-06-19 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NACDL2BSY3MDQQWFBYZVVS32LK}

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	2026-07-05T06:27:51.159832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

680435e832c6d83842c50e335acb7a5aa11a9933a8987e40ba8e23686eaabc7b

Aliases

arxiv: 2306.11168 · arxiv_version: 2306.11168v2 · doi: 10.48550/arxiv.2306.11168 · pith_short_12: NACDL2BSY3MD · pith_short_16: NACDL2BSY3MDQQWF · pith_short_8: NACDL2BS

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/NACDL2BSY3MDQQWFBYZVVS32LK \
  | 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: 680435e832c6d83842c50e335acb7a5aa11a9933a8987e40ba8e23686eaabc7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92eb0eabf810d53321b608aef38adce317cce2058cc8734f1636dc372a8ea966",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-19T21:18:52Z",
    "title_canon_sha256": "4e868639218dec01a8540a565793006e8701a097763a2ae0ad79ea908a1bb4df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.11168",
    "kind": "arxiv",
    "version": 2
  }
}