Pith Number

pith:NFOD7ABY

pith:2022:NFOD7ABY656FVQKYLWYKFO3ZBM

not attested not anchored not stored refs pending

An Empirical Study of Implicit Regularization in Deep Offline RL

Arnaud Doucet, Caglar Gulcehre, Georg Ostrovski, Jakub Sygnowski, Matt Hoffman, Mehrdad Farajtabar, Razvan Pascanu, Srivatsan Srinivasan

arxiv:2207.02099 v2 · 2022-07-05 · 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{NFOD7ABY656FVQKYLWYKFO3ZBM}

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

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

Receipt and verification

First computed	2026-07-05T04:38:16.259757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

695c3f8038f77c5ac1585db0a2bb790b23bd2dbce0196eeb846a5adaa851e9ef

Aliases

arxiv: 2207.02099 · arxiv_version: 2207.02099v2 · doi: 10.48550/arxiv.2207.02099 · pith_short_12: NFOD7ABY656F · pith_short_16: NFOD7ABY656FVQKY · pith_short_8: NFOD7ABY

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/NFOD7ABY656FVQKYLWYKFO3ZBM \
  | 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: 695c3f8038f77c5ac1585db0a2bb790b23bd2dbce0196eeb846a5adaa851e9ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ee13df861d9581008d08449e410ed27b733ac943a737f79b461244fa5d02bd3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-05T15:07:31Z",
    "title_canon_sha256": "e39ba6e205f6ebc271bcece69160cd1173f8ba1555ebc6985d3e661db04511d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.02099",
    "kind": "arxiv",
    "version": 2
  }
}