Pith Number

pith:EFFEBI2V

pith:2026:EFFEBI2VYPVKM3OXC46WAOPFLI

not attested not anchored not stored refs pending

Exploitation of Hidden Context in Dynamic Movement Forecasting: A Neural Network Journey from Recurrent to Graph Neural Networks and General Purpose Transformers

Christopher Mutschler, Denis Gosalci, Felix Ott, Jonas Pirkl, Jonathan Ott, Lucas Heublein, Lukas Schelenz, Shobha Rajanna, Tobias Feigl

arxiv:2605.14855 v1 · 2026-05-14 · cs.LG · cs.AI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EFFEBI2VYPVKM3OXC46WAOPFLI}

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	2026-05-17T23:38:56.286122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

214a40a355c3eaa66dd7173d6039e55a1a7ef502b25d689482ceff035000c6e1

Aliases

arxiv: 2605.14855 · arxiv_version: 2605.14855v1 · doi: 10.48550/arxiv.2605.14855 · pith_short_12: EFFEBI2VYPVK · pith_short_16: EFFEBI2VYPVKM3OX · pith_short_8: EFFEBI2V

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/EFFEBI2VYPVKM3OXC46WAOPFLI \
  | 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: 214a40a355c3eaa66dd7173d6039e55a1a7ef502b25d689482ceff035000c6e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afa0ec2e8ca05ed114be6c42b1efec44cc3ed4c1222c60d62c41cbb73e6266a1",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-14T14:02:45Z",
    "title_canon_sha256": "b521d515289b11d9181aaa129b0e7c3fb46ebaf921721939ce417add1b494148"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14855",
    "kind": "arxiv",
    "version": 1
  }
}