Pith Number

pith:TNXHPJGW

pith:2024:TNXHPJGWWBQMFMJKFIHHXKZ2CV

not attested not anchored not stored refs pending

How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective

Chao Cui, Huaisheng Zhu, Mingxiao Li, Teng Xiao, Vasant G Honavar, Yige Yuan

arxiv:2410.10093 v1 · 2024-10-14 · cs.CL · 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{TNXHPJGWWBQMFMJKFIHHXKZ2CV}

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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

Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities

Receipt and verification

First computed	2026-07-05T09:20:11.069881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b6e77a4d6b060c2b12a2a0e7bab3a156eaf29eadbefd99146e0769962270013

Aliases

arxiv: 2410.10093 · arxiv_version: 2410.10093v1 · doi: 10.48550/arxiv.2410.10093 · pith_short_12: TNXHPJGWWBQM · pith_short_16: TNXHPJGWWBQMFMJK · pith_short_8: TNXHPJGW

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/TNXHPJGWWBQMFMJKFIHHXKZ2CV \
  | 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: 9b6e77a4d6b060c2b12a2a0e7bab3a156eaf29eadbefd99146e0769962270013

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c522278e604363095572985a2ef46f17de0f88b775ec24f0f5155b770fc268d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-14T02:21:29Z",
    "title_canon_sha256": "538674512838f34c7a7a67111e8b90ca9b6ce088a396e12bc8e9903e123b5c19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10093",
    "kind": "arxiv",
    "version": 1
  }
}