Pith Number

pith:UTRUJJRL

pith:2022:UTRUJJRLXITZVSDPHEE25GQNML

not attested not anchored not stored refs pending

Policy Learning with Competing Agents

Roshni Sahoo, Stefan Wager

arxiv:2204.01884 v5 · 2022-04-04 · stat.ML · cs.LG · econ.EM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UTRUJJRLXITZVSDPHEE25GQNML}

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

Practical Performative Policy Learning with Strategic Agents

Receipt and verification

First computed	2026-07-05T10:40:57.028328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4e344a62bba279ac86f3909ae9a0d62ce9038347115d00c3139b6ca6e5ccb4f

Aliases

arxiv: 2204.01884 · arxiv_version: 2204.01884v5 · doi: 10.48550/arxiv.2204.01884 · pith_short_12: UTRUJJRLXITZ · pith_short_16: UTRUJJRLXITZVSDP · pith_short_8: UTRUJJRL

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/UTRUJJRLXITZVSDPHEE25GQNML \
  | 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: a4e344a62bba279ac86f3909ae9a0d62ce9038347115d00c3139b6ca6e5ccb4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cd1438b27072f5a9c32521725842470887dd35a8fa9a8cca5ce6732077cbaa9",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-04T23:15:00Z",
    "title_canon_sha256": "f0fa673387d1a2f34ac17678d14255ede1d0fac86b314090dd07d6e8ff97d79a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.01884",
    "kind": "arxiv",
    "version": 5
  }
}