Pith Number

pith:I7F3NMVE

pith:2024:I7F3NMVEY3LCYRO6CHICCVPLGU

not attested not anchored not stored refs pending

Pareto Merging: Multi-Objective Optimization for Preference-Aware Model Merging

James Kwok, Weiyu Chen

arxiv:2408.12105 v2 · 2024-08-22 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7F3NMVEY3LCYRO6CHICCVPLGU}

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

SURF: Steering the Scalarization Weight to Uniformly Traverse the Pareto Front

Receipt and verification

First computed	2026-07-05T10:11:23.348705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47cbb6b2a4c6d62c45de11d02155eb352394390a94d00e7bdf93ddddf6984be8

Aliases

arxiv: 2408.12105 · arxiv_version: 2408.12105v2 · doi: 10.48550/arxiv.2408.12105 · pith_short_12: I7F3NMVEY3LC · pith_short_16: I7F3NMVEY3LCYRO6 · pith_short_8: I7F3NMVE

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/I7F3NMVEY3LCYRO6CHICCVPLGU \
  | 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: 47cbb6b2a4c6d62c45de11d02155eb352394390a94d00e7bdf93ddddf6984be8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cfc76a7924b51755b8552a8ffad88682e3be6be6cc8b2e188aa2b8e18da8c54",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-22T03:41:14Z",
    "title_canon_sha256": "c68895813957d2fbb394893553566f31ae91be3335d8b36f74ec6d88ba433271"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12105",
    "kind": "arxiv",
    "version": 2
  }
}