Pith Number

pith:BHRJZMMK

pith:2024:BHRJZMMKZHUDKOTHCBXF2RKSUG

not attested not anchored not stored refs pending

MATTER: Memory-Augmented Transformer Using Heterogeneous Knowledge Sources

Chandana Satya Prakash, Dongkyu Lee, Jack FitzGerald, Jens Lehmann

arxiv:2406.04670 v1 · 2024-06-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BHRJZMMKZHUDKOTHCBXF2RKSUG}

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.

Cited by

1 paper in Pith

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures

Receipt and verification

First computed	2026-07-05T08:28:47.363261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09e29cb18ac9e8353a67106e5d4552a1bb0910e30c27e059856cf5628e4f779a

Aliases

arxiv: 2406.04670 · arxiv_version: 2406.04670v1 · doi: 10.48550/arxiv.2406.04670 · pith_short_12: BHRJZMMKZHUD · pith_short_16: BHRJZMMKZHUDKOTH · pith_short_8: BHRJZMMK

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/BHRJZMMKZHUDKOTHCBXF2RKSUG \
  | 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: 09e29cb18ac9e8353a67106e5d4552a1bb0910e30c27e059856cf5628e4f779a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d8d69ce87c6780de80634118b05546ccc6cd63f75007e42dd4aec96e7967540",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-07T06:35:37Z",
    "title_canon_sha256": "b9102a8a5f87c8ce6fd58bb361cbf833ac0da4977fe2aca7559f7a4f0e472a3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04670",
    "kind": "arxiv",
    "version": 1
  }
}