Pith Number

pith:NB3G7NLC

pith:2021:NB3G7NLCQEENVEU2IXELOVWSNW

not attested not anchored not stored refs pending

Reasonable Effectiveness of Random Weighting: A Litmus Test for Multi-Task Learning

Baijiong Lin, Feiyang Ye, Ivor W. Tsang, Yu Zhang

arxiv:2111.10603 v2 · 2021-11-20 · cs.LG

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\usepackage{pith}
\pithnumber{NB3G7NLCQEENVEU2IXELOVWSNW}

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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

4 papers in Pith

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ExPLoRe: Expert Patch-Level Loss Routing for Multi-Objective Masked Image Modeling

Delve into the Applicability of Advanced Optimizers for Multi-Task Learning

Flatness and Gradient Alignment Are Both Necessary: Spectral-Aware Gradient-Aligned Exploration for Multi-Distribution Learning

Receipt and verification

First computed	2026-07-05T04:43:58.327536Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68766fb5628108da929a45c8b756d26d9d7877c9a4cea3111cef6f16e487f99e

Aliases

arxiv: 2111.10603 · arxiv_version: 2111.10603v2 · doi: 10.48550/arxiv.2111.10603 · pith_short_12: NB3G7NLCQEEN · pith_short_16: NB3G7NLCQEENVEU2 · pith_short_8: NB3G7NLC

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/NB3G7NLCQEENVEU2IXELOVWSNW \
  | 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: 68766fb5628108da929a45c8b756d26d9d7877c9a4cea3111cef6f16e487f99e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e042dfca00a9ac0051390bfbc204eb2cdc523ee194301db437b382c04464ae61",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-20T14:28:32Z",
    "title_canon_sha256": "d84f8826e37729f33fd3a0a7736fbb962691ce6ba581abe0efb3aefe39e75613"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10603",
    "kind": "arxiv",
    "version": 2
  }
}