Pith Number

pith:2EL5D2WW

pith:2020:2EL5D2WW4TJIP4QMIZQL53CZTE

not attested not anchored not stored refs pending

Exchangeable Input Representations for Reinforcement Learning

Dorsa Sadigh, John Mern, Mykel J. Kochenderfer

arxiv:2003.09022 v1 · 2020-03-19 · cs.LG · cs.AI · 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{2EL5D2WW4TJIP4QMIZQL53CZTE}

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

Building Better Environments for Autonomous Cyber Defence

Receipt and verification

First computed	2026-07-05T00:49:28.552530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d117d1ead6e4d287f20c4660beec59990363737bb9630123dc77f641bc3e529d

Aliases

arxiv: 2003.09022 · arxiv_version: 2003.09022v1 · doi: 10.48550/arxiv.2003.09022 · pith_short_12: 2EL5D2WW4TJI · pith_short_16: 2EL5D2WW4TJIP4QM · pith_short_8: 2EL5D2WW

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/2EL5D2WW4TJIP4QMIZQL53CZTE \
  | 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: d117d1ead6e4d287f20c4660beec59990363737bb9630123dc77f641bc3e529d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a595ada2974ad7a8d9ea519be8304cc1bd312f40dbc8d1cd7fe7e2f1f067a5bf",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-19T21:18:55Z",
    "title_canon_sha256": "0694aebca0bd25cbe06c3692d1bf76febdd43bdaf8fb2362f7bce8ce44d6774b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09022",
    "kind": "arxiv",
    "version": 1
  }
}