Pith Number

pith:YBN7DMFZ

pith:2022:YBN7DMFZ7LGVPHUOMFERIOGXHO

not attested not anchored not stored refs pending

Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space

Eric Yeh, Jesse Hostetler, Melinda Gervasio, Pedro Sequeira

arxiv:2207.07710 v1 · 2022-07-15 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YBN7DMFZ7LGVPHUOMFERIOGXHO}

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

Play Like Champions: Counterfactual Feedback Generation in Latent Space

Receipt and verification

First computed	2026-07-05T04:40:36.157970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c05bf1b0b9facd579e8e61491438d73b99eb0640108e5d5471a7fe9034c8aa34

Aliases

arxiv: 2207.07710 · arxiv_version: 2207.07710v1 · doi: 10.48550/arxiv.2207.07710 · pith_short_12: YBN7DMFZ7LGV · pith_short_16: YBN7DMFZ7LGVPHUO · pith_short_8: YBN7DMFZ

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/YBN7DMFZ7LGVPHUOMFERIOGXHO \
  | 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: c05bf1b0b9facd579e8e61491438d73b99eb0640108e5d5471a7fe9034c8aa34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f487f68fd11c610d4576ab88ac26406e4b28bcbd966baf8bc822998b36f6a938",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-07-15T19:09:54Z",
    "title_canon_sha256": "16e903c8fff0e0b195d141f8c2adf932bd5d70eaa081c82d95e85e6536e93043"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07710",
    "kind": "arxiv",
    "version": 1
  }
}