Pith Number

pith:VTTSU3OX

pith:2023:VTTSU3OXZW6Q5VD72HWXJTZUA2

not attested not anchored not stored refs pending

Query-Dependent Prompt Evaluation and Optimization with Offline Inverse RL

Alihan H\"uy\"uk, Hao Sun, Mihaela van der Schaar

arxiv:2309.06553 v4 · 2023-09-13 · 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{VTTSU3OXZW6Q5VD72HWXJTZUA2}

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

Towards Spec Learning: Inference-Time Alignment from Preference Pairs

Supplement Generation Training for Enhancing Agentic Task Performance

Receipt and verification

First computed	2026-07-05T07:53:10.481477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ace72a6dd7cdbd0ed47fd1ed74cf3406b6ab3da96f0c138db744bb6093530d9a

Aliases

arxiv: 2309.06553 · arxiv_version: 2309.06553v4 · doi: 10.48550/arxiv.2309.06553 · pith_short_12: VTTSU3OXZW6Q · pith_short_16: VTTSU3OXZW6Q5VD7 · pith_short_8: VTTSU3OX

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/VTTSU3OXZW6Q5VD72HWXJTZUA2 \
  | 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: ace72a6dd7cdbd0ed47fd1ed74cf3406b6ab3da96f0c138db744bb6093530d9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a43712f97a4c09378b7ed93ddb895b83755672a69e02f9bdd117c2d81610e7c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-13T01:12:52Z",
    "title_canon_sha256": "3d53cd5fb52388124f5e44fab647de9dc1fa2b5e93b439ace49974dfb331edb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.06553",
    "kind": "arxiv",
    "version": 4
  }
}