Pith Number

pith:ORFT6NAY

pith:2024:ORFT6NAYP6CWJBWB5E32EDWQAQ

not attested not anchored not stored refs pending

MARM: Unlocking the Future of Recommendation Systems through Memory Augmentation and Scalable Complexity

Ben Wang, Guorui Zhou, Jiangxia Cao, Kun Gai, Ming Li, Shijie Guan, Xiao Lv, Xiaoyou Zhou, Yaqiang Zang, Zhiguang Qi

arxiv:2411.09425 v3 · 2024-11-14 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ORFT6NAYP6CWJBWB5E32EDWQAQ}

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	2026-07-05T11:58:21.747396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

744b3f34187f856486c1e937a20ed004317ff2c915be1101efad04edb32bc025

Aliases

arxiv: 2411.09425 · arxiv_version: 2411.09425v3 · doi: 10.48550/arxiv.2411.09425 · pith_short_12: ORFT6NAYP6CW · pith_short_16: ORFT6NAYP6CWJBWB · pith_short_8: ORFT6NAY

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/ORFT6NAYP6CWJBWB5E32EDWQAQ \
  | 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: 744b3f34187f856486c1e937a20ed004317ff2c915be1101efad04edb32bc025

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d5716963a0b67808772fcc27b15de2c183871b0edf24f6f103461c09edcd2fd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-14T13:22:41Z",
    "title_canon_sha256": "e357218076a7afc895f8771ab267505e6563d611966971b6fe3f07519da28144"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09425",
    "kind": "arxiv",
    "version": 3
  }
}