Pith Number

pith:VSMIS3ED

pith:2023:VSMIS3ED5STXMLFHENXLV4U7UM

not attested not anchored not stored refs pending

Multiagent Copilot Approach for Shared Autonomy between Human EEG and TD3 Deep Reinforcement Learning

Akimasa Hirata, Chun-Ren Phang

arxiv:2312.14458 v1 · 2023-12-22 · cs.HC · cs.LG · eess.SP · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VSMIS3ED5STXMLFHENXLV4U7UM}

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	2026-07-05T07:27:15.577843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac98896c83eca7762ca7236ebaf29fa32296bf270fdd07435edce123f33ae029

Aliases

arxiv: 2312.14458 · arxiv_version: 2312.14458v1 · doi: 10.48550/arxiv.2312.14458 · pith_short_12: VSMIS3ED5STX · pith_short_16: VSMIS3ED5STXMLFH · pith_short_8: VSMIS3ED

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/VSMIS3ED5STXMLFHENXLV4U7UM \
  | 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: ac98896c83eca7762ca7236ebaf29fa32296bf270fdd07435edce123f33ae029

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6da03a215c793ba7fc9eb2140086dcb1688511d828b4faee32c0b2b89ac36c8",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP",
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-12-22T06:15:50Z",
    "title_canon_sha256": "23672e4e8b855d6aa922dcf6e11732b629f0224d158402c066ec3d03c7baeba2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14458",
    "kind": "arxiv",
    "version": 1
  }
}