Pith Number

pith:EMSCH3AS

pith:2024:EMSCH3ASNDFOZ56TCOJLC7E3PF

not attested not anchored not stored refs pending

TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding

Beidi Chen, Hanshi Sun, Xinyu Yang, Yuandong Tian, Zhuoming Chen

arxiv:2404.11912 v3 · 2024-04-18 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{EMSCH3ASNDFOZ56TCOJLC7E3PF}

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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

7 papers in Pith

Dustin: Draft-Augmented Sparse Verification for Efficient Long-Context Generation with Speculative Decoding

Coverage-Driven KV Cache Eviction for Efficient and Improved Inference of LLM

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution

BudgetDraft: Acceptance-Aware Multi-View Training for Sparse-KV Speculative Decoding

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

Receipt and verification

First computed	2026-07-05T08:51:50.795142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

232423ec1268caecf7d31392b17c9b794330799c6fd8fa25c94dfd4d7bc618b9

Aliases

arxiv: 2404.11912 · arxiv_version: 2404.11912v3 · doi: 10.48550/arxiv.2404.11912 · pith_short_12: EMSCH3ASNDFO · pith_short_16: EMSCH3ASNDFOZ56T · pith_short_8: EMSCH3AS

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/EMSCH3ASNDFOZ56TCOJLC7E3PF \
  | 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: 232423ec1268caecf7d31392b17c9b794330799c6fd8fa25c94dfd4d7bc618b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97436673826914a3f9bd595f2f314f6dc2aaf080ee843e47b6d18a6a89559245",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-18T05:25:54Z",
    "title_canon_sha256": "378718ec933c48217958b0291c823fb49d822f7f60cb0e62adfc3dda66e36896"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11912",
    "kind": "arxiv",
    "version": 3
  }
}