Pith Number

pith:NDW3BPME

pith:2025:NDW3BPMEKETEPEJABPWT2MDIQR

not attested not anchored not stored refs pending

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies

Sai Vamsi Alisetti, Sanjukta Krishnagopal, Vikas Kalagi

arxiv:2506.00770 v1 · 2025-06-01 · cs.LG · cs.AI · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NDW3BPMEKETEPEJABPWT2MDIQR}

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	2026-07-05T11:13:40.219215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68edb0bd8451264791200bed3d3068845033b2555798140d1ac6c2a8761e173e

Aliases

arxiv: 2506.00770 · arxiv_version: 2506.00770v1 · doi: 10.48550/arxiv.2506.00770 · pith_short_12: NDW3BPMEKETE · pith_short_16: NDW3BPMEKETEPEJA · pith_short_8: NDW3BPME

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/NDW3BPMEKETEPEJABPWT2MDIQR \
  | 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: 68edb0bd8451264791200bed3d3068845033b2555798140d1ac6c2a8761e173e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0062c70b1e080635c80a7846e408f55926faf945d0eaf72ef56b60a86e446087",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-01T01:27:32Z",
    "title_canon_sha256": "816793f3567ac17d342e9b4930e61c5f032ee891be9bb10c1d8dd38173280282"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00770",
    "kind": "arxiv",
    "version": 1
  }
}