Pith Number

pith:3OD7622K

pith:2018:3OD7622KO55DOJL54DJIANV4AX

not attested not anchored not stored refs pending

Reinforcement Learning with Perturbed Rewards

Bo Li, Jingkang Wang, Yang Liu

arxiv:1810.01032 v4 · 2018-10-02 · cs.LG · cs.CR · cs.CV · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3OD7622KO55DOJL54DJIANV4AX}

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

Reinforcement Learning for Computer-Use Agents with Autonomous Evaluation

Receipt and verification

First computed	2026-07-05T00:37:43.407083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db87ff6b4a777a37257de0d28036bc05ff250d874130cfb40f40d9b0bb96433f

Aliases

arxiv: 1810.01032 · arxiv_version: 1810.01032v4 · doi: 10.48550/arxiv.1810.01032 · pith_short_12: 3OD7622KO55D · pith_short_16: 3OD7622KO55DOJL5 · pith_short_8: 3OD7622K

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/3OD7622KO55DOJL54DJIANV4AX \
  | 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: db87ff6b4a777a37257de0d28036bc05ff250d874130cfb40f40d9b0bb96433f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a733d9a8ae186dddf8c27fe4e9428372e0a5172eb692eeefd42b8b661ac7ed04",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-02T01:43:45Z",
    "title_canon_sha256": "19e5d56b4df0ae5a19cbeb662c7bf725ba1ab4e0055d7c92e96fda721746b31a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.01032",
    "kind": "arxiv",
    "version": 4
  }
}