Pith Number

pith:YAYMTIZY

pith:2024:YAYMTIZYHGP4QL64CVVOH5T3VP

not attested not anchored not stored refs pending

Predicting User Behavior in Smart Spaces with LLM-Enhanced Logs and Personalized Prompts

Jiawei Li, Yiheng Bian, Yunpeng Song, Zhongmin Cai

arxiv:2412.12653 v2 · 2024-12-17 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YAYMTIZYHGP4QL64CVVOH5T3VP}

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

Bridging the Information Gap: Semantic Densification and Hindsight Distillation for Cold-Start Prediction

Receipt and verification

First computed	2026-07-05T10:49:12.127304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c030c9a338399fc82fdc156ae3f67babd657d8f423a7e857b2dc7aa0fa6862dd

Aliases

arxiv: 2412.12653 · arxiv_version: 2412.12653v2 · doi: 10.48550/arxiv.2412.12653 · pith_short_12: YAYMTIZYHGP4 · pith_short_16: YAYMTIZYHGP4QL64 · pith_short_8: YAYMTIZY

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/YAYMTIZYHGP4QL64CVVOH5T3VP \
  | 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: c030c9a338399fc82fdc156ae3f67babd657d8f423a7e857b2dc7aa0fa6862dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0d451ee157094e113174677ce987efff4bcbc5dc1ad95d491e82ef701ca144a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-12-17T08:20:56Z",
    "title_canon_sha256": "1c029b85fe796a088383d98cb3d6abdfaa3a0540a6666f53a1353765121ca067"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12653",
    "kind": "arxiv",
    "version": 2
  }
}