Pith Number

pith:AFIPI2QE

pith:2021:AFIPI2QESKFPIAL7T3TFWYIRRS

not attested not anchored not stored refs pending

On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning

Assaf Hallak, Gal Chechik, Gal Dalal, Guy Tennenholtz, Shie Mannor, Uri Shalit

arxiv:2110.06539 v1 · 2021-10-13 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AFIPI2QESKFPIAL7T3TFWYIRRS}

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

Confounded Causal Imitation Learning with Instrumental Variables

Receipt and verification

First computed	2026-07-05T03:22:27.076003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0150f46a04928af4017f9ee65b61118ca3370a1a86ac3b994172f29c2bd5696a

Aliases

arxiv: 2110.06539 · arxiv_version: 2110.06539v1 · doi: 10.48550/arxiv.2110.06539 · pith_short_12: AFIPI2QESKFP · pith_short_16: AFIPI2QESKFPIAL7 · pith_short_8: AFIPI2QE

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/AFIPI2QESKFPIAL7T3TFWYIRRS \
  | 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: 0150f46a04928af4017f9ee65b61118ca3370a1a86ac3b994172f29c2bd5696a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23720461931504a595984c6d955c8f253a6f281ad50f61c931abf0f2bf212079",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-13T07:31:31Z",
    "title_canon_sha256": "c9317d596167cea43ebd11a6077be585e4f8d6a855e39b47d814a919a11775fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.06539",
    "kind": "arxiv",
    "version": 1
  }
}