Pith Number

pith:4VEMU65T

pith:2026:4VEMU65TQVP3XXKPKUTFDJ273L

not attested not anchored not stored refs pending

When Does On-Policy Interaction Help? Representational Tradeoffs in Value-Based Imitation Learning

Antoine Moulin, Audrey Huang, Dylan J. Foster, Luca Viano, Philip Amortila, Volkan Cevher

arxiv:2607.29617 v1 · 2026-07-31 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4VEMU65TQVP3XXKPKUTFDJ273L}

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	2026-08-03T01:40:33.373545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e548ca7bb3855fbbdd4f552651a75fdadf696ab6e82064d58b0646725f6afe75

Aliases

arxiv: 2607.29617 · arxiv_version: 2607.29617v1 · doi: 10.48550/arxiv.2607.29617 · pith_short_12: 4VEMU65TQVP3 · pith_short_16: 4VEMU65TQVP3XXKP · pith_short_8: 4VEMU65T

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/4VEMU65TQVP3XXKPKUTFDJ273L \
  | 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: e548ca7bb3855fbbdd4f552651a75fdadf696ab6e82064d58b0646725f6afe75

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52d63c028e2ad21173ffa2c755d7be287656e22578e6960c0396222d92bf73d5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-31T16:52:47Z",
    "title_canon_sha256": "9f6c219e7d5a134b73ed4c3e7ce2cbb274448e0d284194b3b76ab7abb15d012f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.29617",
    "kind": "arxiv",
    "version": 1
  }
}