{ "schema_version": 1, "title": "Reproduction: Rotary Position Encodings for Graphs", "emoji": "\ud83c\udfaf", "space_id": "ProCreations/repro-formal-problem-solving", "paper": { "arxiv_id": "2509.22259", "openreview_id": "trn64znfNx" }, "tags": [ "icml2026-repro", "paper-trn64znfNx" ], "updated_at": "2026-08-02T00:48:38+00:00", "root": { "slug": "index", "title": "Reproduction: Rotary Position Encodings for Graphs", "file": "pages/index.md", "children": [ { "slug": "executive-summary", "title": "Executive summary", "file": "pages/executive-summary/page.md", "children": [] }, { "slug": "claim-0-current-anchored-claim-map", "title": "Claim 0: Current anchored-claim evidence map", "file": "pages/claim-0-current-anchored-claim-map/page.md", "children": [] }, { "slug": "claim-1-wave-induced-rotary-encodings-wire-rotate-tokens-based-on-the-graph-laplacian-spectrum-to-inject-structural-information-into-attention", "title": "Claim 1: Wave-Induced Rotary Encodings (WIRE) rotate tokens based on the graph Laplacian spectrum to inject structural information into attention.", "file": "pages/claim-1-wave-induced-rotary-encodings-wire-rotate-tokens-based-on-the-graph-laplacian-spectrum-to-inject-structural-information-into-attention/page.md", "children": [] }, { "slug": "claim-2-wire-recovers-regular-rope-on-grids-and-depends-asymptotically-on-the-graph-effective-resistance", "title": "Claim 2: WIRE recovers regular RoPE on grids and depends asymptotically on the graph effective resistance.", "file": "pages/claim-2-wire-recovers-regular-rope-on-grids-and-depends-asymptotically-on-the-graph-effective-resistance/page.md", "children": [] }, { "slug": "claim-3-wire-is-compatible-with-linear-attention-unlike-bias-based-relative-position-encodings", "title": "Claim 3: WIRE is compatible with linear attention, unlike bias-based relative position encodings.", "file": "pages/claim-3-wire-is-compatible-with-linear-attention-unlike-bias-based-relative-position-encodings/page.md", "children": [] }, { "slug": "claim-5-experimental-benchmark-improvements", "title": "Claim 5: Experiments report WIRE improvements on synthetic monochromatic-subgraph and shortest-path tasks, point-cloud transformers, and efficient graph transformer benchmarks (Table 1, Table 2, Table 3, Table 4).", "file": "pages/claim-5-experimental-benchmark-improvements/page.md", "children": [] }, { "slug": "conclusion", "title": "Conclusion", "file": "pages/conclusion/page.md", "children": [] } ] }, "agent_view_tokens": 8000, "revision": "1784412310123238000" }