Pith Number

pith:IDTKCDDH

pith:2022:IDTKCDDHYYLE2HDEK3R67KTRUJ

not attested not anchored not stored refs pending

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Hareesh Bahuleyan, Jackie Chi Kit Cheung, Kushal Arora, Layla El Asri

arxiv:2204.01171 v3 · 2022-04-03 · cs.CL · cs.AI · 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{IDTKCDDHYYLE2HDEK3R67KTRUJ}

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

3 papers in Pith

When Do Autoregressive Sequence Models Forecast Physical Wavefields? A Controlled Study on Synthetic Seismograms

Protein Autoregressive Modeling via Multiscale Structure Generation

Flow marching for a generative PDE foundation model

Receipt and verification

First computed	2026-07-05T05:31:47.696452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40e6a10c67c6164d1c6456e3efaa71a276d49b8c4eafea1d3649613bdb3cec94

Aliases

arxiv: 2204.01171 · arxiv_version: 2204.01171v3 · doi: 10.48550/arxiv.2204.01171 · pith_short_12: IDTKCDDHYYLE · pith_short_16: IDTKCDDHYYLE2HDE · pith_short_8: IDTKCDDH

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/IDTKCDDHYYLE2HDEK3R67KTRUJ \
  | 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: 40e6a10c67c6164d1c6456e3efaa71a276d49b8c4eafea1d3649613bdb3cec94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42feac08b3cfbbfb77ae72e76f321b03110138d960389f1c3fc5959c0afd89a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-03T22:28:31Z",
    "title_canon_sha256": "a8a3e6d20c5a203926573ef25a38576faa3ae8739e14148156bea9f46db1a78c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.01171",
    "kind": "arxiv",
    "version": 3
  }
}