Pith Number

pith:TIB32Z2N

pith:2023:TIB32Z2NBKMBGOV3D76TGJN3QU

not attested not anchored not stored refs pending

Imitate the Good and Avoid the Bad: An Incremental Approach to Safe Reinforcement Learning

Huy Hoang, Pradeep Varakantham, Tien Mai

arxiv:2312.10385 v4 · 2023-12-16 · 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{TIB32Z2NBKMBGOV3D76TGJN3QU}

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.

Receipt and verification

First computed	2026-07-05T08:53:18.933349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a03bd674d0a98133abb1ffd3325bb8511c9ce6318a3daaf31ca0be46a6b77f1

Aliases

arxiv: 2312.10385 · arxiv_version: 2312.10385v4 · doi: 10.48550/arxiv.2312.10385 · pith_short_12: TIB32Z2NBKMB · pith_short_16: TIB32Z2NBKMBGOV3 · pith_short_8: TIB32Z2N

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/TIB32Z2NBKMBGOV3D76TGJN3QU \
  | 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: 9a03bd674d0a98133abb1ffd3325bb8511c9ce6318a3daaf31ca0be46a6b77f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf13ae6c6ef0f7bc150316fed4bc3892d61dc032b3cd043d50e2e0eb070eba1f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-16T08:48:46Z",
    "title_canon_sha256": "90ccd7a7ddf4ba14c28d25a8d35a6607d0925c29698080c6854d24553d2daccb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10385",
    "kind": "arxiv",
    "version": 4
  }
}