Pith Number

pith:EZKRIXWK

pith:2026:EZKRIXWKY6QQL4TMB5ISYXDGVD

not attested not anchored not stored refs pending

Play Like Champions: Counterfactual Feedback Generation in Latent Space

Adam Mastalerz, Andrzej Bia{\l}ecki, Han Zhou

arxiv:2607.00190 v1 · 2026-06-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EZKRIXWKY6QQL4TMB5ISYXDGVD}

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	2026-07-02T00:18:38.449041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2655145ecac7a105f26c0f512c5c66a8f27da83d0ff91ca3fab093b010239491

Aliases

arxiv: 2607.00190 · arxiv_version: 2607.00190v1 · doi: 10.48550/arxiv.2607.00190 · pith_short_12: EZKRIXWKY6QQ · pith_short_16: EZKRIXWKY6QQL4TM · pith_short_8: EZKRIXWK

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/EZKRIXWKY6QQL4TMB5ISYXDGVD \
  | 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: 2655145ecac7a105f26c0f512c5c66a8f27da83d0ff91ca3fab093b010239491

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbf236ac34e95910fd2db9be13c4b8ac24e17df671e507671ba2c4aaa11fb43e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T21:15:34Z",
    "title_canon_sha256": "66a159f74da1eb6573555ae73927d9d4f3de73de02700c7f604eab2d53719aa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.00190",
    "kind": "arxiv",
    "version": 1
  }
}