Pith Number

pith:HJVC4GHF

pith:2021:HJVC4GHF2SW2OAEH57JLRHI6SF

not attested not anchored not stored refs pending

Generalization of Reinforcement Learning with Policy-Aware Adversarial Data Augmentation

Hanping Zhang, Yuhong Guo

arxiv:2106.15587 v2 · 2021-06-29 · 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{HJVC4GHF2SW2OAEH57JLRHI6SF}

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

LLM-Driven Policy Diffusion: Enhancing Generalization in Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:37:26.832894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a6a2e18e5d4ada70087efd2b89d1e915e7c9a0f20bf243779f0c0d459cdadfa

Aliases

arxiv: 2106.15587 · arxiv_version: 2106.15587v2 · doi: 10.48550/arxiv.2106.15587 · pith_short_12: HJVC4GHF2SW2 · pith_short_16: HJVC4GHF2SW2OAEH · pith_short_8: HJVC4GHF

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/HJVC4GHF2SW2OAEH57JLRHI6SF \
  | 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: 3a6a2e18e5d4ada70087efd2b89d1e915e7c9a0f20bf243779f0c0d459cdadfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebcb3b18853ebb7a5b0886eefc5efb03753f3b52a7b6f17da6f17ceb99a5e3a1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-29T17:21:59Z",
    "title_canon_sha256": "81ff0f0d1e0c637a0fb2cb2aeff2b4f6f03ceb684bb0610abd12fe187f2160ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.15587",
    "kind": "arxiv",
    "version": 2
  }
}