Pith Number

pith:V45PAR7M

pith:2022:V45PAR7M3NYVDLUQHOU3AELQSA

not attested not anchored not stored refs pending

Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning

Adam Villaflor, Jeff Schneider, John Dolan, Swapnil Pande, Zhe Huang

arxiv:2207.10295 v1 · 2022-07-21 · cs.LG · cs.AI · cs.RO

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\usepackage{pith}
\pithnumber{V45PAR7M3NYVDLUQHOU3AELQSA}

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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

Abstraction for Offline Goal-Conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:42:23.564418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af3af047ecdb7151ae903ba9b0117090349f7aa8acc4ea987187bf8cc0b1e335

Aliases

arxiv: 2207.10295 · arxiv_version: 2207.10295v1 · doi: 10.48550/arxiv.2207.10295 · pith_short_12: V45PAR7M3NYV · pith_short_16: V45PAR7M3NYVDLUQ · pith_short_8: V45PAR7M

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/V45PAR7M3NYVDLUQHOU3AELQSA \
  | 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: af3af047ecdb7151ae903ba9b0117090349f7aa8acc4ea987187bf8cc0b1e335

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b841f347b4cdecf99b9c01b869b8dfc614499d17db45ea9ed4c05da406dfb8d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-21T04:12:48Z",
    "title_canon_sha256": "9b78b8cb7cf06fab5c5fdb6700673aa886bcdaf0e02ef459899642025709b937"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10295",
    "kind": "arxiv",
    "version": 1
  }
}