Pith Number

pith:2VHSGKLZ

pith:2024:2VHSGKLZZKKVBVHWBIZJSYBR47

not attested not anchored not stored refs pending

Speculative Knowledge Distillation: Bridging the Teacher-Student Gap Through Interleaved Sampling

Chen-Yu Lee, Dhruv Madeka, Lei Li, Long T. Le, Rishabh Agarwal, Rujun Han, Tomas Pfister, Wenda Xu, William Yang Wang, Zifeng Wang

arxiv:2410.11325 v3 · 2024-10-15 · cs.CL · 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{2VHSGKLZZKKVBVHWBIZJSYBR47}

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

10 papers in Pith

Weak-to-Strong Generalization via Direct On-Policy Distillation

ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation

PriFT: Prior-Support Guided Supervised Fine-Tuning

Reinforcement Learning from Rich Feedback with Distributional DAgger

Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation

Receipt and verification

First computed	2026-07-05T10:54:37.866687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d54f232979ca9550d4f60a32996031e7e1a7ac8627060b5ffb78418bc818ba9f

Aliases

arxiv: 2410.11325 · arxiv_version: 2410.11325v3 · doi: 10.48550/arxiv.2410.11325 · pith_short_12: 2VHSGKLZZKKV · pith_short_16: 2VHSGKLZZKKVBVHW · pith_short_8: 2VHSGKLZ

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/2VHSGKLZZKKVBVHWBIZJSYBR47 \
  | 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: d54f232979ca9550d4f60a32996031e7e1a7ac8627060b5ffb78418bc818ba9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e783f1654486ee39e0d91dbb1e2d55558ceb56d6852c33b98a93af1fd5de329b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-15T06:51:25Z",
    "title_canon_sha256": "b9f7f2788dd537a53caac3acf4b66dd1ec42485d72ec2cf01ca9b4064e48f24f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11325",
    "kind": "arxiv",
    "version": 3
  }
}