Pith Number

pith:TOXE5HFR

pith:2024:TOXE5HFRXT6VCE5WHWYSAIQLKC

not attested not anchored not stored refs pending

Why is SAM Robust to Label Noise?

Aditi Raghunathan, Christina Baek, Zico Kolter

arxiv:2405.03676 v1 · 2024-05-06 · 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{TOXE5HFRXT6VCE5WHWYSAIQLKC}

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

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

Receipt and verification

First computed	2026-07-05T08:16:06.214482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bae4e9cb1bcfd5113b63db120220b50b1f78931e23b6e0e224afad1a87d4f3c

Aliases

arxiv: 2405.03676 · arxiv_version: 2405.03676v1 · doi: 10.48550/arxiv.2405.03676 · pith_short_12: TOXE5HFRXT6V · pith_short_16: TOXE5HFRXT6VCE5W · pith_short_8: TOXE5HFR

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/TOXE5HFRXT6VCE5WHWYSAIQLKC \
  | 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: 9bae4e9cb1bcfd5113b63db120220b50b1f78931e23b6e0e224afad1a87d4f3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bb09bec2e7376eabf74970fcd4ba1159eac7c3101f2baa0378d14fb0bf1053c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T17:52:04Z",
    "title_canon_sha256": "edbbfaa2e96e22ac5f09522803a1f1c4fc5e28a2cae46e1813b2891e2d9b3b78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03676",
    "kind": "arxiv",
    "version": 1
  }
}