Pith Number

pith:4IVL4FSO

pith:2025:4IVL4FSOFQFL5NQTUY4HFEFLI7

not attested not anchored not stored refs pending

Understanding Behavioral Metric Learning: A Large-Scale Study on Distracting Reinforcement Learning Environments

Doina Precup, Pierre-Luc Bacon, Tianwei Ni, Xujie Si, Ziyan Luo

arxiv:2506.00563 v2 · 2025-05-31 · 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{4IVL4FSOFQFL5NQTUY4HFEFLI7}

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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

SAVGO: Learning State-Action Value Geometry with Cosine Similarity for Continuous Control

Receipt and verification

First computed	2026-07-05T12:07:08.177996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e22abe164e2c0abeb613a6387290ab47d1eeffb0c21d5cfc286dbd45eb924aaf

Aliases

arxiv: 2506.00563 · arxiv_version: 2506.00563v2 · doi: 10.48550/arxiv.2506.00563 · pith_short_12: 4IVL4FSOFQFL · pith_short_16: 4IVL4FSOFQFL5NQT · pith_short_8: 4IVL4FSO

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/4IVL4FSOFQFL5NQTUY4HFEFLI7 \
  | 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: e22abe164e2c0abeb613a6387290ab47d1eeffb0c21d5cfc286dbd45eb924aaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fc290894a1fa55ad3221ac919abdecac087627d270fb86970286442e15e1bc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-31T13:43:41Z",
    "title_canon_sha256": "45c8cc984ae05d9a91736a704e06bccfcb77b3ad4f3126665b50aeaa1eefb45f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00563",
    "kind": "arxiv",
    "version": 2
  }
}