Pith Number

pith:GATEGUBF

pith:2021:GATEGUBFGDF2JMZB4YW7TBHKPY

not attested not anchored not stored refs pending

Object-Aware Regularization for Addressing Causal Confusion in Imitation Learning

Chang Liu, Jinwoo Shin, Jongjin Park, Li Zhao, Tao Qin, Tie-Yan Liu, Younggyo Seo

arxiv:2110.14118 v1 · 2021-10-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GATEGUBFGDF2JMZB4YW7TBHKPY}

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	2026-07-05T03:26:24.044370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

302643502530cba4b321e62df984ea7e215e57e6e88719346dd49a5d4501bdd6

Aliases

arxiv: 2110.14118 · arxiv_version: 2110.14118v1 · doi: 10.48550/arxiv.2110.14118 · pith_short_12: GATEGUBFGDF2 · pith_short_16: GATEGUBFGDF2JMZB · pith_short_8: GATEGUBF

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/GATEGUBFGDF2JMZB4YW7TBHKPY \
  | 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: 302643502530cba4b321e62df984ea7e215e57e6e88719346dd49a5d4501bdd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6edd2356371e3a8eec61256c039683e878e8a8827cabe322bdecdac68a480994",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-27T01:56:23Z",
    "title_canon_sha256": "d2d36c4ff6d04d2b71d4091c23bf58a9770548ceeadd529cf1477645b59cd93f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14118",
    "kind": "arxiv",
    "version": 1
  }
}