Pith Number

pith:AARTVA3Q

pith:2024:AARTVA3QD7EEVFJ32KYSXDUJHD

not attested not anchored not stored refs pending

FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system

Bin Lei, Jianhui Wang, Lewei He, Qiuwu Chen, Tianyu Shi, Yangfan He, Yuchen Li, Zeyuan Li

arxiv:2410.21349 v5 · 2024-10-28 · cs.LG · cs.AI · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AARTVA3QD7EEVFJ32KYSXDUJHD}

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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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T11:24:07.686796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00233a83701fc84a953bd2b12b8e8938ea96a136dd39cd88131b8a31539c822b

Aliases

arxiv: 2410.21349 · arxiv_version: 2410.21349v5 · doi: 10.48550/arxiv.2410.21349 · pith_short_12: AARTVA3QD7EE · pith_short_16: AARTVA3QD7EEVFJ3 · pith_short_8: AARTVA3Q

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/AARTVA3QD7EEVFJ32KYSXDUJHD \
  | 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: 00233a83701fc84a953bd2b12b8e8938ea96a136dd39cd88131b8a31539c822b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efba899fa769ef19d792c5cb297b4120e54bbab8450f8d94e249a702ac014d0b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T12:18:22Z",
    "title_canon_sha256": "c2bf155de71fcc138e39ad50c8f0a17ac3acc68b678c9c97c371de306a54754a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21349",
    "kind": "arxiv",
    "version": 5
  }
}