Pith Number

pith:RBEIBHN4

pith:2021:RBEIBHN4IZX72SCWSNBTUCQZCU

not attested not anchored not stored refs pending

Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions

Didrik Nielsen, Emiel Hoogeboom, Max Welling, Patrick Forr\'e, Priyank Jaini

arxiv:2102.05379 v3 · 2021-02-10 · stat.ML · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RBEIBHN4IZX72SCWSNBTUCQZCU}

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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

Observation-Aligned Mask Priors for Learning Physical Dynamics from Authentic Occlusions

GCCM: Enhancing Generative Graph Prediction via Contrastive Consistency Model

Progressive Distillation for Fast Sampling of Diffusion Models

Coupling Models for One-Step Discrete Generation

Receipt and verification

First computed	2026-07-05T03:24:41.192602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8848809dbc466ffd485693433a0a191531a1680984632ad032524db1ae41c47b

Aliases

arxiv: 2102.05379 · arxiv_version: 2102.05379v3 · doi: 10.48550/arxiv.2102.05379 · pith_short_12: RBEIBHN4IZX7 · pith_short_16: RBEIBHN4IZX72SCW · pith_short_8: RBEIBHN4

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/RBEIBHN4IZX72SCWSNBTUCQZCU \
  | 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: 8848809dbc466ffd485693433a0a191531a1680984632ad032524db1ae41c47b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a8bbad70bdac732ca55127bcbb4334ace217e2c57db5f83614c46bcfc0a0625",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-02-10T11:04:17Z",
    "title_canon_sha256": "5e187d60f89c6eba71978e068f2eb17d52095c2f23fee5c95f3b9010e0d441c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.05379",
    "kind": "arxiv",
    "version": 3
  }
}