Pith Number

pith:SS5T5JKN

pith:2017:SS5T5JKNFCVPBY5WJTRXUIDKQF

not attested not anchored not stored refs pending

Learning how to Active Learn: A Deep Reinforcement Learning Approach

Meng Fang, Trevor Cohn, Yuan Li

arxiv:1708.02383 v1 · 2017-08-08 · cs.CL · cs.AI · 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{SS5T5JKNFCVPBY5WJTRXUIDKQF}

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

Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:38:24.474066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94bb3ea54d28aaf0e3b64ce37a206a816e409a2d1a0ef6e2e9555f8ef158a782

Aliases

arxiv: 1708.02383 · arxiv_version: 1708.02383v1 · doi: 10.48550/arxiv.1708.02383 · pith_short_12: SS5T5JKNFCVP · pith_short_16: SS5T5JKNFCVPBY5W · pith_short_8: SS5T5JKN

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/SS5T5JKNFCVPBY5WJTRXUIDKQF \
  | 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: 94bb3ea54d28aaf0e3b64ce37a206a816e409a2d1a0ef6e2e9555f8ef158a782

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25b3f91d0ebb05a84f6d64f2fcab22a9efb91b6ba0d5d03d0438069251b550bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-08-08T07:06:48Z",
    "title_canon_sha256": "33349d5dc6deaf638d39d928f3045610daa706d6500018a027fb5db57c960377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.02383",
    "kind": "arxiv",
    "version": 1
  }
}