Pith Number

pith:QTNWNFF7

pith:2026:QTNWNFF7WVM5P4DQDJ6ZNZAF62

not attested not anchored not stored refs pending

GraphAllocBench: A Flexible Benchmark for Preference-Conditioned Multi-Objective Policy Learning

Benjamin T. Files, Ellen Novoseller, Ryan Marr, Volkan Ustun, Yunzhe Wang, Zhiheng Jiang

arxiv:2601.20753 v4 · 2026-01-28 · cs.LG

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\usepackage{pith}
\pithnumber{QTNWNFF7WVM5P4DQDJ6ZNZAF62}

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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

Controllability in preference-conditioned multi-objective reinforcement learning

Receipt and verification

First computed	2026-07-08T01:18:24.789785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84db6694bfb559d7f0701a7d96e405f682b27166f7d76a5145a0abb11acbddff

Aliases

arxiv: 2601.20753 · arxiv_version: 2601.20753v4 · doi: 10.48550/arxiv.2601.20753 · pith_short_12: QTNWNFF7WVM5 · pith_short_16: QTNWNFF7WVM5P4DQ · pith_short_8: QTNWNFF7

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/QTNWNFF7WVM5P4DQDJ6ZNZAF62 \
  | 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: 84db6694bfb559d7f0701a7d96e405f682b27166f7d76a5145a0abb11acbddff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c5e117d8888ea9d7727cf9a83f762f78cdcb29bc980b540b12d413d958c6010",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-28T16:36:37Z",
    "title_canon_sha256": "37b3dac4f6112e0d8dccb9cf241063df1df21db8355a0c883b60d25a042ae7e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.20753",
    "kind": "arxiv",
    "version": 4
  }
}