Pith Number

pith:H6XJ7RV6

pith:2020:H6XJ7RV6DA72FUQNKSWML5UDQX

not attested not anchored not stored refs pending

Automatic Data Augmentation for Generalization in Deep Reinforcement Learning

Denis Yarats, Ilya Kostrikov, Max Goldstein, Roberta Raileanu, Rob Fergus

arxiv:2006.12862 v2 · 2020-06-23 · 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{H6XJ7RV6DA72FUQNKSWML5UDQX}

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

Reinforcing Multimodal Reasoning Against Visual Degradation

Receipt and verification

First computed	2026-07-05T02:16:46.372504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fae9fc6be183fa2d20d54acc5f68385c37125a423156b97efad3d5f166dd6f1

Aliases

arxiv: 2006.12862 · arxiv_version: 2006.12862v2 · doi: 10.48550/arxiv.2006.12862 · pith_short_12: H6XJ7RV6DA72 · pith_short_16: H6XJ7RV6DA72FUQN · pith_short_8: H6XJ7RV6

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/H6XJ7RV6DA72FUQNKSWML5UDQX \
  | 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: 3fae9fc6be183fa2d20d54acc5f68385c37125a423156b97efad3d5f166dd6f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a793514c1a935ecdf46aabe9464e3604d6e94d31544a10543e29c73b058fd1b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-23T09:50:22Z",
    "title_canon_sha256": "d17454459ba92c29ea6e1287775f9809719be030041712e0f70ab6b6f666ab70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12862",
    "kind": "arxiv",
    "version": 2
  }
}