Pith Number

pith:EPGSSV62

pith:2024:EPGSSV62MOJURIVR4OPBZG3XJ2

not attested not anchored not stored refs pending

Imitation Learning from Observations: An Autoregressive Mixture of Experts Approach

Flavia Sofia Acerbo, Panagiotis Patrinos, Renzi Wang, Tong Duy Son

arxiv:2411.08232 v1 · 2024-11-12 · cs.LG · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EPGSSV62MOJURIVR4OPBZG3XJ2}

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.

Receipt and verification

First computed	2026-07-05T09:34:43.881454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23cd2957da639348a2b1e39e1c9b774eb05b80bc2e8caa3d44dd6e935939c640

Aliases

arxiv: 2411.08232 · arxiv_version: 2411.08232v1 · doi: 10.48550/arxiv.2411.08232 · pith_short_12: EPGSSV62MOJU · pith_short_16: EPGSSV62MOJURIVR · pith_short_8: EPGSSV62

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/EPGSSV62MOJURIVR4OPBZG3XJ2 \
  | 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: 23cd2957da639348a2b1e39e1c9b774eb05b80bc2e8caa3d44dd6e935939c640

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be0d07571b96fd82c078f139826592eb31d164f1b1b3063ce2d86c56b7e1cea5",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-12T22:56:28Z",
    "title_canon_sha256": "2baa3f80152ccc3362a1b69b29608cb18ddd60796c671b27488a777f1285673e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08232",
    "kind": "arxiv",
    "version": 1
  }
}