Pith Number

pith:37LYZANL

pith:2024:37LYZANLOZQ2NGUSONSNKSQXVQ

not attested not anchored not stored refs pending

Offline Safe Reinforcement Learning Using Trajectory Classification

Akshat Kumar, Pradeep Varakantham, Ze Gong

arxiv:2412.15429 v5 · 2024-12-19 · 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{37LYZANLOZQ2NGUSONSNKSQXVQ}

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	2026-07-05T10:51:05.028605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfd78c81ab7661a69a927364d54a17ac3338e58eefb9ea4e8803210fbecfce3d

Aliases

arxiv: 2412.15429 · arxiv_version: 2412.15429v5 · doi: 10.48550/arxiv.2412.15429 · pith_short_12: 37LYZANLOZQ2 · pith_short_16: 37LYZANLOZQ2NGUS · pith_short_8: 37LYZANL

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/37LYZANLOZQ2NGUSONSNKSQXVQ \
  | 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: dfd78c81ab7661a69a927364d54a17ac3338e58eefb9ea4e8803210fbecfce3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f92eabddcae79f7a320df3f8ee9a405b4e3e12527b26577ddd59e00525be298a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T22:29:03Z",
    "title_canon_sha256": "82702fbecd0102277ca29ff2e53e223a4905b8433c26246e0f2f39fa295bdca9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15429",
    "kind": "arxiv",
    "version": 5
  }
}