Pith Number

pith:LVVRTKGV

pith:2024:LVVRTKGV7NRZSCGRIPN4L3PKLT

not attested not anchored not stored refs pending

Context Matters: Leveraging Contextual Features for Time Series Forecasting

Pulkit Paliwal, Sai Shankar Narasimhan, Sameep Chattopadhyay, Sandeep P. Chinchali, Shubhankar Agarwal

arxiv:2410.12672 v5 · 2024-10-16 · cs.LG · 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{LVVRTKGV7NRZSCGRIPN4L3PKLT}

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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

Forecasting Multivariate Time Series under Predictive Heterogeneity: A Validation-Driven Clustering Framework

Receipt and verification

First computed	2026-07-05T10:00:42.225293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d6b19a8d5fb639908d143dbc5edea5cc2ae007dc387e7a795c81b212d61f6f7

Aliases

arxiv: 2410.12672 · arxiv_version: 2410.12672v5 · doi: 10.48550/arxiv.2410.12672 · pith_short_12: LVVRTKGV7NRZ · pith_short_16: LVVRTKGV7NRZSCGR · pith_short_8: LVVRTKGV

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/LVVRTKGV7NRZSCGRIPN4L3PKLT \
  | 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: 5d6b19a8d5fb639908d143dbc5edea5cc2ae007dc387e7a795c81b212d61f6f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "666d1bf2c278dafa3404d433bf45b001638f3b15614483e0a38e869d909935e7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T15:36:13Z",
    "title_canon_sha256": "12dbf7ffd20e46f029e5e5509b72220ebfa953aa043d30a379b8715f26cfbd1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12672",
    "kind": "arxiv",
    "version": 5
  }
}