Pith Number

pith:W4COQC2K

pith:2025:W4COQC2K3MWSTKVPPI7VTDMDIN

not attested not anchored not stored refs pending

Adaptive Target Localization under Uncertainty using Multi-Agent Deep Reinforcement Learning with Knowledge Transfer

Ahmed Alagha, Hadi Otrok, Jamal Bentahar, Rabeb Mizouni, Shakti Singh

arxiv:2501.10924 v1 · 2025-01-19 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W4COQC2K3MWSTKVPPI7VTDMDIN}

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	2026-07-05T10:03:00.819215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b704e80b4adb2d29aaaf7a3f598d834356c51a2e505dee00912af6cb80828014

Aliases

arxiv: 2501.10924 · arxiv_version: 2501.10924v1 · doi: 10.48550/arxiv.2501.10924 · pith_short_12: W4COQC2K3MWS · pith_short_16: W4COQC2K3MWSTKVP · pith_short_8: W4COQC2K

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/W4COQC2K3MWSTKVPPI7VTDMDIN \
  | 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: b704e80b4adb2d29aaaf7a3f598d834356c51a2e505dee00912af6cb80828014

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4de77825799561c6f7637132e8986cee76b006c32259cfce32735fafd84a103f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-19T02:58:22Z",
    "title_canon_sha256": "4a89db681f7ef59ad0da49d46f118dc4a407f01b51edffff9f50bcd358fce7af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10924",
    "kind": "arxiv",
    "version": 1
  }
}