Pith Number

pith:GMIM3M5A

pith:2021:GMIM3M5A5C7XVTS4LPCP32SA3I

not attested not anchored not stored refs pending

Probabilistic Margins for Instance Reweighting in Adversarial Training

Bo Han, Chen Gong, Feng Liu, Gang Niu, Masashi Sugiyama, Mingyuan Zhou, Qizhou Wang, Tongliang Liu

arxiv:2106.07904 v2 · 2021-06-15 · 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{GMIM3M5A5C7XVTS4LPCP32SA3I}

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

LiLAW: Lightweight Learnable Adaptive Weighting to Learn Sample Difficulty & Improve Noisy Training

Receipt and verification

First computed	2026-07-05T04:05:58.872015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3310cdb3a0e8bf7ace5c5bc4fdea40da31ecef76a05df58e81e82962015ca801

Aliases

arxiv: 2106.07904 · arxiv_version: 2106.07904v2 · doi: 10.48550/arxiv.2106.07904 · pith_short_12: GMIM3M5A5C7X · pith_short_16: GMIM3M5A5C7XVTS4 · pith_short_8: GMIM3M5A

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/GMIM3M5A5C7XVTS4LPCP32SA3I \
  | 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: 3310cdb3a0e8bf7ace5c5bc4fdea40da31ecef76a05df58e81e82962015ca801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c134919a48b8760b4c55bf99d0fb83333ab1ac3eeb2a18b45f6be6fbcd06c241",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-15T06:37:55Z",
    "title_canon_sha256": "0e0fe353336f5036c5c38db244c366f3d6da52cd31e2a98fb4eb9c83c9821d57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.07904",
    "kind": "arxiv",
    "version": 2
  }
}