Pith Number

pith:MS5FNYHB

pith:2020:MS5FNYHBRVH6F55XDMGTWYCZ5L

not attested not anchored not stored refs pending

Reinforcement Learning based dynamic weighing of Ensemble Models for Time Series Forecasting

Bala Shyamala Balaji, Hemanth Kumar Tanneru, Satheesh K. Perepu, Sudhakar Kathari, Vivek Shankar Pinnamaraju

arxiv:2008.08878 v1 · 2020-08-20 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{MS5FNYHBRVH6F55XDMGTWYCZ5L}

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Record completeness

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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

Text Reinforcement for Multimodal Time Series Forecasting

Receipt and verification

First computed	2026-07-05T01:28:37.338773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64ba56e0e18d4fe2f7b71b0d3b6059eace950e926eb654ca44e0f788aad771a5

Aliases

arxiv: 2008.08878 · arxiv_version: 2008.08878v1 · doi: 10.48550/arxiv.2008.08878 · pith_short_12: MS5FNYHBRVH6 · pith_short_16: MS5FNYHBRVH6F55X · pith_short_8: MS5FNYHB

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/MS5FNYHBRVH6F55XDMGTWYCZ5L \
  | 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: 64ba56e0e18d4fe2f7b71b0d3b6059eace950e926eb654ca44e0f788aad771a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ac6b4991a3f87c4fe8c78b3b614a15a9f5dcabf8353cf221366b0c228e24df6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-20T10:40:42Z",
    "title_canon_sha256": "a362608b6a522f69739f3c701b56ae83ee433fd9f854eb56cce6ada4e28ce7d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.08878",
    "kind": "arxiv",
    "version": 1
  }
}