Pith Number

pith:VDNDJEAA

pith:2025:VDNDJEAACAWDWBQ3FCHAPP6B4G

not attested not anchored not stored refs pending

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

Armaghan Eshaghi, Axel Laborieux, Bahareh Nikpour, Parsa Omidi, Tianyu Shi, Xingshuai Huang

arxiv:2508.10824 v2 · 2025-08-14 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VDNDJEAACAWDWBQ3FCHAPP6B4G}

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

Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering

Receipt and verification

First computed	2026-07-05T11:54:51.333646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8da349000102c3b061b288e07bfc1e1b323ba4c1d0a67c5b38078d9d19f043e

Aliases

arxiv: 2508.10824 · arxiv_version: 2508.10824v2 · doi: 10.48550/arxiv.2508.10824 · pith_short_12: VDNDJEAACAWD · pith_short_16: VDNDJEAACAWDWBQ3 · pith_short_8: VDNDJEAA

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/VDNDJEAACAWDWBQ3FCHAPP6B4G \
  | 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: a8da349000102c3b061b288e07bfc1e1b323ba4c1d0a67c5b38078d9d19f043e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8519003e47be25446e0796776bd786c001d491d4b3a78a13be0daf978c1c88",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T16:48:38Z",
    "title_canon_sha256": "37bcc410fe7ad3d865ad68647adc50859d5172c5781bd85fae763de79eb1ea09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10824",
    "kind": "arxiv",
    "version": 2
  }
}