Pith Number

pith:M6WYU7X6

pith:2026:M6WYU7X6A3YMRVUPOC7GGYCUMC

not attested not anchored not stored refs pending

Stop Training for the Worst: Progressive Unmasking Accelerates Masked Diffusion Training

David Alvarez-Melis, Jaeyeon Kim, Jonathan Geuter, Sham Kakade, Sitan Chen

arxiv:2602.10314 v2 · 2026-02-10 · 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{M6WYU7X6A3YMRVUPOC7GGYCUMC}

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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

1 paper in Pith

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models

Receipt and verification

First computed	2026-06-05T01:14:35.000211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67ad8a7efe06f0c8d68f70be63605460894eb794b526082c333ef1b223c29c64

Aliases

arxiv: 2602.10314 · arxiv_version: 2602.10314v2 · doi: 10.48550/arxiv.2602.10314 · pith_short_12: M6WYU7X6A3YM · pith_short_16: M6WYU7X6A3YMRVUP · pith_short_8: M6WYU7X6

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/M6WYU7X6A3YMRVUPOC7GGYCUMC \
  | 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: 67ad8a7efe06f0c8d68f70be63605460894eb794b526082c333ef1b223c29c64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63f3d3b2181ab8841d53748953afbb73bcc49cd8f19f71cf56c8f6cceebfc532",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-10T21:42:50Z",
    "title_canon_sha256": "2042d77dabd4180c254ad110f769886eca195ee05594e1b138ba995fd44c4250"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.10314",
    "kind": "arxiv",
    "version": 2
  }
}