Pith Number

pith:XONAHMGM

pith:2025:XONAHMGMSCXVZM3EDDAPDNZCRR

not attested not anchored not stored refs pending

Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments

Abhishek Verma, Balaraman Ravindran, Nallarasan V

arxiv:2507.00030 v1 · 2025-06-17 · 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{XONAHMGMSCXVZM3EDDAPDNZCRR}

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	2026-07-05T11:29:35.377831Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb9a03b0cc90af5cb36418c0f1b7228c5a9880bca7afbf652e0e3bcb6a716fea

Aliases

arxiv: 2507.00030 · arxiv_version: 2507.00030v1 · doi: 10.48550/arxiv.2507.00030 · pith_short_12: XONAHMGMSCXV · pith_short_16: XONAHMGMSCXVZM3E · pith_short_8: XONAHMGM

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/XONAHMGMSCXVZM3EDDAPDNZCRR \
  | 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: bb9a03b0cc90af5cb36418c0f1b7228c5a9880bca7afbf652e0e3bcb6a716fea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf38bfa0586ea482e4cadce19a15f4d42075964dc55e31d95d126f8f79bd53c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T20:04:53Z",
    "title_canon_sha256": "41f8d2748ea15f7d1214c37fbe4618dd49e4ecf7e83019dd631373083bac3806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00030",
    "kind": "arxiv",
    "version": 1
  }
}