Pith Number

pith:IKWY6RDP

pith:2024:IKWY6RDPNOWJQKKW2QNAW2XMT5

not attested not anchored not stored refs pending

Is Exploration All You Need? Effective Exploration Characteristics for Transfer in Reinforcement Learning

Geigh Zollicoffer, Jonathan C. Balloch, Julia Kim, Mark O. Riedl, Rishav Bhagat, Ruoran Jia

arxiv:2404.02235 v1 · 2024-04-02 · 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{IKWY6RDPNOWJQKKW2QNAW2XMT5}

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

Diffusion-RL Based Air Traffic Conflict Detection and Resolution Method

Receipt and verification

First computed	2026-07-05T08:03:52.707559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42ad8f446f6bac982956d41a0b6aec9f449e928ff0aefd1c8b4ba1109b1247f4

Aliases

arxiv: 2404.02235 · arxiv_version: 2404.02235v1 · doi: 10.48550/arxiv.2404.02235 · pith_short_12: IKWY6RDPNOWJ · pith_short_16: IKWY6RDPNOWJQKKW · pith_short_8: IKWY6RDP

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/IKWY6RDPNOWJQKKW2QNAW2XMT5 \
  | 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: 42ad8f446f6bac982956d41a0b6aec9f449e928ff0aefd1c8b4ba1109b1247f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da16e77ce4786e152e6db8de77f221a28eb9a2ab0434d2ab5c7be699e9b27775",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-02T18:45:01Z",
    "title_canon_sha256": "c3e9a8d4986c6fef3dbe7002dc03813e15b439858648dda5ee65a5ea5893e02f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02235",
    "kind": "arxiv",
    "version": 1
  }
}