Pith Number

pith:646EIJ4W

pith:2024:646EIJ4WGDWGW2SDLG7P3JMC6E

not attested not anchored not stored refs pending

Memory-enhanced Invariant Prompt Learning for Urban Flow Prediction under Distribution Shifts

Haiyang Jiang, Lizhen Cui, Nguyen Quoc Viet Hung, Tong Chen, Wentao Zhang, Yong Li, Yuan Yuan

arxiv:2412.05534 v1 · 2024-12-07 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{646EIJ4WGDWGW2SDLG7P3JMC6E}

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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	2026-07-05T09:46:04.872432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f73c44279630ec6b6a4359befda582f129a92d6cffcc7dddaa05f7ee1848313a

Aliases

arxiv: 2412.05534 · arxiv_version: 2412.05534v1 · doi: 10.48550/arxiv.2412.05534 · pith_short_12: 646EIJ4WGDWG · pith_short_16: 646EIJ4WGDWGW2SD · pith_short_8: 646EIJ4W

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/646EIJ4WGDWGW2SDLG7P3JMC6E \
  | 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: f73c44279630ec6b6a4359befda582f129a92d6cffcc7dddaa05f7ee1848313a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bba1329df1c3d908d5a26912b8a54e776c647d356546e2eab32c6b7559a6ff2b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-07T04:35:07Z",
    "title_canon_sha256": "ecf1e16fadcb39045f9576b8cf235fda48986f2f378dcec7442c8ccbb04a1199"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05534",
    "kind": "arxiv",
    "version": 1
  }
}